schihei/mixed-precision-neural-networks-on-risc-v-cores
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alexmr09
2024-07-19 13:30:31 +03:00
commit 08fb8ef728
7245 changed files with 3055662 additions and 0 deletions
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inference_codes/common/common.mk
+77
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# Copyright lowRISC contributors.
# Licensed under the Apache License, Version 2.0, see LICENSE for details.
# SPDX-License-Identifier: Apache-2.0
COMMON_DIR := $(shell dirname $(realpath $(lastword $(MAKEFILE_LIST))))
COMMON_SRCS = $(wildcard $(COMMON_DIR)/*.c)
INCS := -I$(COMMON_DIR)
#ARCH = rv32im # to disable compressed instructions
ARCH ?= rv32imc
ifdef PROGRAM
PROGRAM_C := $(PROGRAM).c
endif
SRCS = $(COMMON_SRCS) $(PROGRAM_C) $(EXTRA_SRCS)
C_SRCS = $(filter %.c, $(SRCS))
ASM_SRCS = $(filter %.S, $(SRCS))
CPLUSPLUS = $(filter %.cpp $(SRCS))
CC = riscv32-unknown-elf-gcc
CROSS_COMPILE = $(patsubst %-gcc,%-,$(CC))
OBJCOPY ?= $(CROSS_COMPILE)objcopy
OBJDUMP ?= $(CROSS_COMPILE)objdump
LINKER_SCRIPT ?= $(COMMON_DIR)/link.ld
CRT ?= $(COMMON_DIR)/crt0.S
CFLAGS ?= -march=$(ARCH) -mabi=ilp32 -static -mcmodel=medany -Wall -g -O3\
-fvisibility=hidden -nostartfiles -ffreestanding $(PROGRAM_CFLAGS)
OBJS := ${C_SRCS:.c=.o} ${ASM_SRCS:.S=.o} ${CRT:.S=.o}
DEPS = $(OBJS:%.o=%.d)
ifdef PROGRAM
OUTFILES := $(PROGRAM).elf $(PROGRAM).vmem $(PROGRAM).bin
else
OUTFILES := $(OBJS)
endif
all: $(OUTFILES)
ifdef PROGRAM
$(PROGRAM).elf: $(OBJS) $(LINKER_SCRIPT)
$(CC) $(CFLAGS) -T $(LINKER_SCRIPT) $(OBJS) -o $@ $(LIBS)
.PHONY: disassemble
disassemble: $(PROGRAM).dis
endif
%.dis: %.elf
$(OBJDUMP) -fhSD $^ > $@
# Note: this target requires the srecord package to be installed.
# XXX: This could be replaced by objcopy once
# https://sourceware.org/bugzilla/show_bug.cgi?id=19921
# is widely available.
%.vmem: %.bin
srec_cat $^ -binary -offset 0x0000 -byte-swap 4 -o $@ -vmem
%.bin: %.elf
$(OBJCOPY) -O binary $^ $@
%.o: %.c
$(CC) $(CFLAGS) -MMD -c $(INCS) -o $@ $<
%.o: %.S
$(CC) $(CFLAGS) -MMD -c $(INCS) -o $@ $<
clean:
$(RM) -f $(OBJS) $(DEPS)
distclean: clean
$(RM) -f $(OUTFILES)
inference_codes/common/conv2d.h
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#ifndef CONV2D_H
#define CONV2D_H
void conv2(int in_dim[3], int fil_dim[4], int out_dim[3], int inp[in_dim[0]][in_dim[1]][in_dim[2]], const int fil[fil_dim[0]][fil_dim[1]][fil_dim[2]][fil_dim[3]], const int bias[fil_dim[0]], int out[out_dim[0]][out_dim[1]][out_dim[2]], int strides, int pad[4], const int bias_shift_mode, const int quantized_multiplier, const int out_shift_rl){
int i, j, k, m, n, p, res, k1, k2, str1, str2, quant_prod;
for (i = 0; i < out_dim[2]; i++) { // output depth
str1 = -pad[0] - strides;
for (j = 0; j < out_dim[0]; j++) { // output height
str1 += strides;
str2 = -pad[2] - strides;
for (k = 0; k < out_dim[1]; k++) { // output width
res = bias[i];
str2 += strides;
for (p = 0; p < fil_dim[1]; p++) { // filters height
for (n = 0; n < fil_dim[2]; n++) { // filters width
k1 = str1 + p;
k2 = str2 + n;
if (k1 < in_dim[0] && k1 >= 0 && k2 >= 0 && k2 < in_dim[1]) {
for (m = 0; m < fil_dim[3]; m++) { // filters depth
res += inp[k1][k2][m] * fil[i][p][n][m];
}
}
}
}
quant_prod = quantized_multiplier * res + (1 << (out_shift_rl-1));
quant_prod = quant_prod >> out_shift_rl;
if(quant_prod < 0) quant_prod = 0;
if(quant_prod > 255) quant_prod = 255;
out[j][k][i] = quant_prod;
}
}
}
}
void maxpool2(int in_dim[3], int out_dim[3], int inp[in_dim[0]][in_dim[1]][in_dim[2]], int out[out_dim[0]][out_dim[1]][out_dim[2]], int pool_size, int strides) {
int i, j, m, n, d, max_value, value, k1, k2, str1, str2;
for (d = 0; d < out_dim[2]; d++) {
str1 = 0;
for (i = 0; i < out_dim[0]; i++) {
if (i != 0) str1 += strides;
str2 = 0;
for (j = 0; j < out_dim[1]; j++) {
if (j != 0) str2 += strides;
max_value = 0;
for (m = 0; m < pool_size; m++) {
for (n = 0; n < pool_size; n++) {
k1 = str1 + m;
k2 = str2 + n;
if (k1 >= 0 && k2 >=0 && k1 < in_dim[0] && k2 < in_dim[1]){
value = inp[k1][k2][d];
if (value > max_value) max_value = value;
}
}
}
out[i][j][d] = max_value;
}
}
}
}
void avgpool2(int in_dim[3], int out_dim[3], int inp[in_dim[0]][in_dim[1]][in_dim[2]], int out[out_dim[0]][out_dim[1]][out_dim[2]], int pool_size, int strides) {
int i, j, m, n, d, avg_value, value, k1, k2, str1, str2;
for (d = 0; d < out_dim[2]; d++) {
str1 = 0;
for (i = 0; i < out_dim[0]; i++) {
if (i != 0) str1 += strides;
str2 = 0;
for (j = 0; j < out_dim[1]; j++) {
if (j != 0) str2 += strides;
avg_value = 0;
for (m = 0; m < pool_size; m++) {
for (n = 0; n < pool_size; n++) {
k1 = str1 + m;
k2 = str2 + n;
if (k1 >= 0 && k2 >=0 && k1 < in_dim[0] && k2 < in_dim[1]){
value = inp[k1][k2][d];
avg_value += value;
}
}
}
avg_value = avg_value / (pool_size * pool_size);
out[i][j][d] = avg_value;
}
}
}
}
void flatten(int in_dim[3], int inp[in_dim[0]][in_dim[1]][in_dim[2]], int out[]){
int index = 0;
for (int i = 0; i < in_dim[2]; i++){
for(int j = 0; j < in_dim[0]; j++){
for(int k = 0; k < in_dim[1]; k++){
out[index++] = inp[j][k][i];
}
}
}
}
#endif /* CONV2D_H */
inference_codes/common/conv2d_opt.h
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#ifndef CONV2D_OPT_H
#define CONV2D_OPT_H
void conv2_8bits(int in_dim[3], int fil_dim[4], int out_dim[3], int inp[in_dim[0]][in_dim[1]][in_dim[2]], const int fil[fil_dim[0]][fil_dim[1]][fil_dim[2]][fil_dim[3] << 2], const int bias[fil_dim[0]], int out[out_dim[0]][out_dim[1]][out_dim[2]], int strides, int pad[4], const int bias_shift_mode[], const int quantized_multiplier, const int out_shift_rl){
int i, j, k, m, n, p, res, k1, k2, str1, str2, w, in_cnn, bias_val;
for (i = 0; i < out_dim[2]; i++) { // output depth
str1 = -pad[0] - strides;
for (j = 0; j < out_dim[0]; j++) { // output height
str1 += strides;
str2 = -pad[2] - strides;
for (k = 0; k < out_dim[1]; k++) { // output width
bias_val = bias[i];
asm volatile("neur_init %0, %1, %2\n":"=r"(res):"r"(bias_val),"r"(bias_shift_mode[i]):);
str2 += strides;
for (p = 0; p < fil_dim[1]; p++) { // filters height
for (n = 0; n < fil_dim[2]; n++) { // filters width
k1 = str1 + p;
k2 = str2 + n;
if (k1 < in_dim[0] && k1 >= 0 && k2 >= 0 && k2 < in_dim[1]) {
for (m = 0; m < fil_dim[3]; m++) { // filters depth
in_cnn = inp[k1][k2][m];
w = fil[i][p][n][4*m];
asm volatile("nn_mac_8b %0, %1,%2\n":"=r"(res):"r"(w),"r"(in_cnn):);
w = fil[i][p][n][4*m+1];
asm volatile("nn_mac_8b %0, %1,%2\n":"=r"(res):"r"(w),"r"(in_cnn):);
w = fil[i][p][n][4*m+2];
asm volatile("nn_mac_8b %0, %1,%2\n":"=r"(res):"r"(w),"r"(in_cnn):);
w = fil[i][p][n][4*m+3];
asm volatile("nn_mac_8b %0, %1,%2\n":"=r"(res):"r"(w),"r"(in_cnn):);
}
}
}
}
asm volatile("neur_res %0, %1, %2\n":"=r"(res):"r"(quantized_multiplier),"r"(out_shift_rl):);
out[j][k][i] = res;
}
}
}
}
void conv2_8bits_1ch(int in_dim[3], int fil_dim[4], int out_dim[3], int inp[in_dim[0]][in_dim[1]][in_dim[2]], const int fil[fil_dim[0]][fil_dim[1]][fil_dim[2]][fil_dim[3] << 2], const int bias[fil_dim[0]], int out[out_dim[0]][out_dim[1]][out_dim[2]], int strides, int pad[4], const int bias_shift_mode[], const int quantized_multiplier, const int out_shift_rl){
int i, j, k, n, p, res, k1, k2, str1, str2, w, in_cnn, bias_val;
for (i = 0; i < out_dim[2]; i++) { // output depth
str1 = -pad[0] - strides;
for (j = 0; j < out_dim[0]; j++) { // output height
str1 += strides;
str2 = -pad[2] - strides;
for (k = 0; k < out_dim[1]; k++) { // output width
bias_val = bias[i];
asm volatile("neur_init %0, %1, %2\n":"=r"(res):"r"(bias_val),"r"(bias_shift_mode[i]):);
str2 += strides;
for (p = 0; p < fil_dim[1]; p++) { // filters height
for (n = 0; n < fil_dim[2]; n++) { // filters width
k1 = str1 + p;
k2 = str2 + n;
if (k1 < in_dim[0] && k1 >= 0 && k2 >= 0 && k2 < in_dim[1]) {
in_cnn = inp[k1][k2][0];
w = fil[i][p][n][0];
asm volatile("nn_mac_8b %0, %1,%2\n":"=r"(res):"r"(w),"r"(in_cnn):);
w = fil[i][p][n][1];
asm volatile("nn_mac_8b %0, %1,%2\n":"=r"(res):"r"(w),"r"(in_cnn):);
w = fil[i][p][n][2];
asm volatile("nn_mac_8b %0, %1,%2\n":"=r"(res):"r"(w),"r"(in_cnn):);
w = fil[i][p][n][3];
asm volatile("nn_mac_8b %0, %1,%2\n":"=r"(res):"r"(w),"r"(in_cnn):);
}
}
}
asm volatile("neur_res %0, %1, %2\n":"=r"(res):"r"(quantized_multiplier),"r"(out_shift_rl):);
out[j][k][i] = res;
}
}
}
}
void conv2_4bits(int in_dim[3], int fil_dim[4], int out_dim[3], int inp[in_dim[0]][in_dim[1]][in_dim[2]], const int fil[fil_dim[0]][fil_dim[1]][fil_dim[2]][fil_dim[3] << 1], const int bias[fil_dim[0]], int out[out_dim[0]][out_dim[1]][out_dim[2]], int strides, int pad[4], const int bias_shift_mode[], const int quantized_multiplier, const int out_shift_rl){
int i, j, k, m, n, p, res, k1, k2, str1, str2, w, in_cnn, bias_val;
for (i = 0; i < out_dim[2]; i++) { // output depth
str1 = -pad[0];
for (j = 0; j < out_dim[0]; j++) { // output height
if (j != 0) str1 += strides;
str2 = -pad[2];
for (k = 0; k < out_dim[1]; k++) { // output width
bias_val = bias[i];
asm volatile("neur_init %0, %1, %2\n":"=r"(res):"r"(bias_val),"r"(bias_shift_mode[i]):);
if (k != 0) str2 += strides;
for (p = 0; p < fil_dim[1]; p++) { // filters height
for (n = 0; n < fil_dim[2]; n++) { // filters width
k1 = str1 + p;
k2 = str2 + n;
if (k1 < in_dim[0] && k1 >= 0 && k2 >= 0 && k2 < in_dim[1]) {
for (m = 0; m < fil_dim[3]; m++) { // filters depth
in_cnn = inp[k1][k2][m];
w = fil[i][p][n][2*m];
asm volatile("nn_mac_4b %0, %1,%2\n":"=r"(res):"r"(w),"r"(in_cnn):);
w = fil[i][p][n][2*m+1];
asm volatile("nn_mac_4b %0, %1,%2\n":"=r"(res):"r"(w),"r"(in_cnn):);
}
}
}
}
asm volatile("neur_res %0, %1, %2\n":"=r"(res):"r"(quantized_multiplier),"r"(out_shift_rl):);
out[j][k][i] = res;
}
}
}
}
void conv2_4bits_1ch(int in_dim[3], int fil_dim[4], int out_dim[3], int inp[in_dim[0]][in_dim[1]][in_dim[2]], const int fil[fil_dim[0]][fil_dim[1]][fil_dim[2]][fil_dim[3] << 1], const int bias[fil_dim[0]], int out[out_dim[0]][out_dim[1]][out_dim[2]], int strides, int pad[4], const int bias_shift_mode[], const int quantized_multiplier, const int out_shift_rl){
int i, j, k, n, p, res, k1, k2, str1, str2, w, in_cnn, bias_val;
for (i = 0; i < out_dim[2]; i++) { // output depth
str1 = -pad[0] - strides;
for (j = 0; j < out_dim[0]; j++) { // output height
str1 += strides;
str2 = -pad[2] - strides;
for (k = 0; k < out_dim[1]; k++) { // output width
bias_val = bias[i];
asm volatile("neur_init %0, %1, %2\n":"=r"(res):"r"(bias_val),"r"(bias_shift_mode[i]):);
str2 += strides;
for (p = 0; p < fil_dim[1]; p++) { // filters height
for (n = 0; n < fil_dim[2]; n++) { // filters width
k1 = str1 + p;
k2 = str2 + n;
if (k1 < in_dim[0] && k1 >= 0 && k2 >= 0 && k2 < in_dim[1]) {
in_cnn = inp[k1][k2][0];
w = fil[i][p][n][0];
asm volatile("nn_mac_2b %0, %1,%2\n":"=r"(res):"r"(w),"r"(in_cnn):);
w = fil[i][p][n][1];
asm volatile("nn_mac_2b %0, %1,%2\n":"=r"(res):"r"(w),"r"(in_cnn):);
}
}
}
asm volatile("neur_res %0, %1, %2\n":"=r"(res):"r"(quantized_multiplier),"r"(out_shift_rl):);
out[j][k][i] = res;
}
}
}
}
void conv2_2bits(int in_dim[3], int fil_dim[4], int out_dim[3], int inp[in_dim[0]][in_dim[1]][in_dim[2]], const int fil[fil_dim[0]][fil_dim[1]][fil_dim[2]][fil_dim[3]], const int bias[fil_dim[0]], int out[out_dim[0]][out_dim[1]][out_dim[2]], int strides, int pad[4], const int bias_shift_mode[], const int quantized_multiplier, const int out_shift_rl){
int i, j, k, m, n, p, res, k1, k2, str1, str2, w, in_cnn, bias_val;
for (i = 0; i < out_dim[2]; i++) { // output depth
str1 = -pad[0] - strides;
for (j = 0; j < out_dim[0]; j++) { // output height
str1 += strides;
str2 = -pad[2] - strides;
for (k = 0; k < out_dim[1]; k++) { // output width
bias_val = bias[i];
asm volatile("neur_init %0, %1, %2\n":"=r"(res):"r"(bias_val),"r"(bias_shift_mode[i]):);
str2 += strides;
for (p = 0; p < fil_dim[1]; p++) { // filters height
for (n = 0; n < fil_dim[2]; n++) { // filters width
k1 = str1 + p;
k2 = str2 + n;
if (k1 < in_dim[0] && k1 >= 0 && k2 >= 0 && k2 < in_dim[1]) {
for (m = 0; m < fil_dim[3]; m++) { // filters depth
in_cnn = inp[k1][k2][m];
w = fil[i][p][n][m];
asm volatile("nn_mac_2b %0, %1,%2\n":"=r"(res):"r"(w),"r"(in_cnn):);
}
}
}
}
asm volatile("neur_res %0, %1, %2\n":"=r"(res):"r"(quantized_multiplier),"r"(out_shift_rl):);
out[j][k][i] = res;
}
}
}
}
void conv2_2bits_1ch(int in_dim[3], int fil_dim[4], int out_dim[3], int inp[in_dim[0]][in_dim[1]][1], const int fil[fil_dim[0]][fil_dim[1]][fil_dim[2]][1], const int bias[fil_dim[0]], int out[out_dim[0]][out_dim[1]][out_dim[2]], int strides, int pad[4], const int bias_shift_mode[], const int quantized_multiplier, const int out_shift_rl){
int i, j, k, n, p, res, k1, k2, str1, str2, w, in_cnn, bias_val;
for (i = 0; i < out_dim[2]; i++) { // output depth
str1 = -pad[0] -strides;
for (j = 0; j < out_dim[0]; j++) { // output height
str1 += strides;
str2 = -pad[2] - strides;
for (k = 0; k < out_dim[1]; k++) { // output width
bias_val = bias[i];
asm volatile("neur_init %0, %1, %2\n":"=r"(res):"r"(bias_val),"r"(bias_shift_mode[i]):);
str2 += strides;
for (p = 0; p < fil_dim[1]; p++) { // filters height
for (n = 0; n < fil_dim[2]; n++) { // filters width
k1 = str1 + p;
k2 = str2 + n;
if (k1 < in_dim[0] && k1 >= 0 && k2 >= 0 && k2 < in_dim[1]) {
in_cnn = inp[k1][k2][0];
w = fil[i][p][n][0];
asm volatile("nn_mac_2b %0, %1,%2\n":"=r"(res):"r"(w),"r"(in_cnn):);
}
}
}
asm volatile("neur_res %0, %1, %2\n":"=r"(res):"r"(quantized_multiplier),"r"(out_shift_rl):);
out[j][k][i] = res;
}
}
}
}
void maxpool2_compressed(int in_dim[3], int out_dim[3], int inp[in_dim[0]][in_dim[1]][in_dim[2]], int out[out_dim[0]][out_dim[1]][out_dim[2]], int pool_size, int strides) {
int i, j, m, n, d, k1, k2, str1, str2;
uint32_t value1, value2, value3, value4;
uint32_t max_value1, max_value2, max_value3, max_value4, c;
for (d = 0; d < out_dim[2]; d++) {
str1 = 0;
for (i = 0; i < out_dim[0]; i++) {
if (i != 0) str1 += strides;
str2 = 0;
for (j = 0; j < out_dim[1]; j++) {
if (j != 0) str2 += strides;
max_value1 = 0;
max_value2 = 0;
max_value3 = 0;
max_value4 = 0;
for (m = 0; m < pool_size; m++) {
for (n = 0; n < pool_size; n++) {
k1 = str1 + m;
k2 = str2 + n;
if (k1 >= 0 && k2 >=0 && k1 < in_dim[0] && k2 < in_dim[1]){
value1 = inp[k1][k2][d] & 0xFF000000;
value2 = inp[k1][k2][d] & 0x00FF0000;
value3 = inp[k1][k2][d] & 0x0000FF00;
value4 = inp[k1][k2][d] & 0x000000FF;
if (value1 > max_value1) {
max_value1 = value1;
}
if (value2 > max_value2) {
max_value2 = value2;
}
if (value3 > max_value3) {
max_value3 = value3;
}
if (value4 > max_value4) {
max_value4 = value4;
}
}
}
}
c = max_value1 | max_value2 | max_value3 | max_value4;
out[i][j][d] = c;
}
}
}
}
void avgpool2_compressed(int in_dim[3], int out_dim[3], int inp[in_dim[0]][in_dim[1]][in_dim[2]], int out[out_dim[0]][out_dim[1]][out_dim[2]], int pool_size, int strides) {
int i, j, m, n, d, k1, k2, str1, str2;
int avg_value1, avg_value2, avg_value3, avg_value4;
for (d = 0; d < out_dim[2]; d++) {
str1 = -strides;
for (i = 0; i < out_dim[0]; i++) {
str1 += strides;
str2 = -strides;
for (j = 0; j < out_dim[1]; j++) {
str2 += strides;
avg_value1 = 0;
avg_value2 = 0;
avg_value3 = 0;
avg_value4 = 0;
for (m = 0; m < pool_size; m++) {
for (n = 0; n < pool_size; n++) {
k1 = str1 + m;
k2 = str2 + n;
if (k1 >= 0 && k2 >=0 && k1 < in_dim[0] && k2 < in_dim[1]){
avg_value1 += ((inp[k1][k2][d] & 0xFF000000) >> 24);
avg_value2 += ((inp[k1][k2][d] & 0x00FF0000) >> 16);
avg_value3 += ((inp[k1][k2][d] & 0x0000FF00) >> 8);
avg_value4 += (inp[k1][k2][d] & 0x000000FF);
}
}
}
avg_value1 = avg_value1 / (pool_size * pool_size);
avg_value2 = avg_value2 / (pool_size * pool_size);
avg_value3 = avg_value3 / (pool_size * pool_size);
avg_value4 = avg_value4 / (pool_size * pool_size);
out[i][j][d] = ((avg_value1 << 24) | (avg_value2 << 16) | (avg_value3 << 8) | (avg_value4)) ;
}
}
}
}
void flatten(int in_dim[3], int inp[in_dim[0]][in_dim[1]][in_dim[2]], int out[]){
int index = 0;
int values[in_dim[0]][in_dim[1]][in_dim[2] << 2];
for (int i = 0; i < in_dim[0]; i++){
for(int j = 0; j < in_dim[1]; j++){
for(int k = 0; k < in_dim[2]; k++){
values[i][j][4*k] = (inp[i][j][k] & 0xFF000000) >> 24;
values[i][j][4*k+1] = (inp[i][j][k] & 0x00FF0000) >> 16;
values[i][j][4*k+2] = (inp[i][j][k] & 0x0000FF00) >> 8;
values[i][j][4*k+3] = inp[i][j][k] & 0x000000FF;
}
}
}
int out_dim = (in_dim[0] * in_dim[1] * in_dim[2]) << 2;
int flatten_matrix[out_dim];
for (int k = 0; k < in_dim[2] << 2; k++){
for(int j = 0; j < in_dim[0]; j++){
for(int i = 0; i < in_dim[1]; i++){
flatten_matrix[index++] = values[j][i][k];
}
}
}
for(int i = 0; i < out_dim >> 2; i++){
out[i] = (flatten_matrix[4*i] << 24 | flatten_matrix[4*i+1] << 16 | flatten_matrix[4*i+2] << 8 | flatten_matrix[4*i+3]);
}
}
#endif /* CONV2D_OPT_H */
inference_codes/common/crt0.S
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# Copyright lowRISC contributors.
# Licensed under the Apache License, Version 2.0, see LICENSE for details.
# SPDX-License-Identifier: Apache-2.0
#include "simple_system_regs.h"
.section .text
default_exc_handler:
jal x0, simple_exc_handler
timer_handler:
jal x0, simple_timer_handler
reset_handler:
/* set all registers to zero */
mv x1, x0
mv x2, x1
mv x3, x1
mv x4, x1
mv x5, x1
mv x6, x1
mv x7, x1
mv x8, x1
mv x9, x1
mv x10, x1
mv x11, x1
mv x12, x1
mv x13, x1
mv x14, x1
mv x15, x1
mv x16, x1
mv x17, x1
mv x18, x1
mv x19, x1
mv x20, x1
mv x21, x1
mv x22, x1
mv x23, x1
mv x24, x1
mv x25, x1
mv x26, x1
mv x27, x1
mv x28, x1
mv x29, x1
mv x30, x1
mv x31, x1
/* stack initilization */
la x2, _stack_start
_start:
.global _start
/* clear BSS */
la x26, _bss_start
la x27, _bss_end
bge x26, x27, zero_loop_end
zero_loop:
sw x0, 0(x26)
addi x26, x26, 4
ble x26, x27, zero_loop
zero_loop_end:
main_entry:
/* jump to main program entry point (argc = argv = 0) */
addi x10, x0, 0
addi x11, x0, 0
jal x1, main
/* Halt simulation */
li x5, SIM_CTRL_BASE + SIM_CTRL_CTRL
li x6, 1
sw x6, 0(x5)
/* If execution ends up here just put the core to sleep */
sleep_loop:
wfi
j sleep_loop
/* =================================================== [ exceptions ] === */
/* This section has to be down here, since we have to disable rvc for it */
.section .vectors, "ax"
.option norvc;
// All unimplemented interrupts/exceptions go to the default_exc_handler.
.org 0x00
.rept 7
jal x0, default_exc_handler
.endr
jal x0, timer_handler
.rept 23
jal x0, default_exc_handler
.endr
// reset vector
.org 0x80
jal x0, reset_handler
inference_codes/common/crt0.d
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/home/alex/Desktop/ibex_tools/ibex/examples/sw/simple_system/common/crt0.o: \
/home/alex/Desktop/ibex_tools/ibex/examples/sw/simple_system/common/crt0.S \
/home/alex/Desktop/ibex_tools/ibex/examples/sw/simple_system/common/simple_system_regs.h
inference_codes/common/crt0.o
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inference_codes/common/fully_connected.h
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#ifndef FULLY_CONNECTED_H
#define FULLY_CONNECTED_H
#include <stdint.h>
void mlp_layer(int input[], int output[], int num_inputs, int num_outputs, const int weights[][num_inputs], const int bias[], const int bias_shift_mode, const int quantized_multiplier, const int out_shift_rl){
// Compute the output for each neuron
int z, w, inp, quant_prod;
for (int i = 0; i < num_outputs; i++) {
z = bias[i];
for (int j = 0; j < num_inputs; j++) {
w = weights[i][j];
inp = input[j];
z += w*inp;
}
quant_prod = quantized_multiplier * z + (1 << (out_shift_rl-1));
quant_prod = quant_prod >> out_shift_rl;
if(quant_prod < 0) quant_prod = 0;
if(quant_prod > 255) quant_prod = 255;
output[i] = quant_prod;
}
}
#endif /* FULLY_CONNECTED_H */
inference_codes/common/fully_connected_opt.h
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#ifndef FULLY_CONNECTED_OPT_H
#define FULLY_CONNECTED_OPT_H
#include <stdint.h>
void mlp_layer_2bits(int input[], int output[], int num_inputs, int num_outputs, const int weights[][num_inputs], const int bias[], const int bias_shift_mode[], const int quantized_multiplier, const int out_shift_rl){
// Compute the output for each neuron
int z, bias_val, w, inp, temp;
for (int i = 0; i < num_outputs; i++) {
bias_val = bias[i];
asm volatile("neur_init %0, %1, %2\n":"=r"(z):"r"(bias_val),"r"(bias_shift_mode[i]):);
for (int j = 0; j < num_inputs; j++) {
w = weights[i][j];
inp = input[j];
asm volatile("nn_mac_2b %0, %1,%2\n":"=r"(temp):"r"(w),"r"(inp):);
}
asm volatile("neur_res %0, %1, %2\n":"=r"(z):"r"(quantized_multiplier),"r"(out_shift_rl):);
output[i] = z;
}
}
void mlp_layer_4bits(int input[], int output[], int num_inputs, int num_outputs, const int weights[][num_inputs << 1], const int bias[], const int bias_shift_mode[], const int quantized_multiplier, const int out_shift_rl){
// Compute the output for each neuron
int z, bias_val, w, inp, temp;
for (int i = 0; i < num_outputs; i++) {
bias_val = bias[i];
asm volatile("neur_init %0, %1, %2\n":"=r"(z):"r"(bias_val),"r"(bias_shift_mode[i]):);
for (int j = 0; j < num_inputs; j++) {
w = weights[i][2*j];
inp = input[j];
asm volatile("nn_mac_4b %0, %1,%2\n":"=r"(temp):"r"(w),"r"(inp):);
w = weights[i][2*j+1];
asm volatile("nn_mac_4b %0, %1,%2\n":"=r"(temp):"r"(w),"r"(inp):);
}
asm volatile("neur_res %0, %1, %2\n":"=r"(z):"r"(quantized_multiplier),"r"(out_shift_rl):);
output[i] = z;
}
}
void mlp_layer_8bits(int input[], int output[], int num_inputs, int num_outputs, const int weights[][num_inputs << 2], const int bias[], const int bias_shift_mode[], const int quantized_multiplier, const int out_shift_rl){
// Compute the output for each neuron
int z, bias_val, w, inp, temp;
for (int i = 0; i < num_outputs; i++) {
bias_val = bias[i];
asm volatile("neur_init %0, %1, %2\n":"=r"(z):"r"(bias_val),"r"(bias_shift_mode[i]):);
for (int j = 0; j < num_inputs; j++) {
w = weights[i][4*j];
inp = input[j];
asm volatile("nn_mac_8b %0, %1,%2\n":"=r"(temp):"r"(w),"r"(inp):);
w = weights[i][4*j+1];
asm volatile("nn_mac_8b %0, %1,%2\n":"=r"(temp):"r"(w),"r"(inp):);
w = weights[i][4*j+2];
asm volatile("nn_mac_8b %0, %1,%2\n":"=r"(temp):"r"(w),"r"(inp):);
w = weights[i][4*j+3];
asm volatile("nn_mac_8b %0, %1,%2\n":"=r"(temp):"r"(w),"r"(inp):);
}
asm volatile("neur_res %0, %1, %2\n":"=r"(z):"r"(quantized_multiplier),"r"(out_shift_rl):);
output[i] = z;
}
}
#endif /* FULLY_CONNECTED_OPT_H */
inference_codes/common/link.ld
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/* Copyright lowRISC contributors.
Licensed under the Apache License, Version 2.0, see LICENSE for details.
SPDX-License-Identifier: Apache-2.0 */
OUTPUT_ARCH(riscv)
/* Change this if you'd like different sizes. Arty A7-100(35) has a maximum of 607.5KB(225KB)
BRAM space. Configuration below is for maximum BRAM capacity with Artya A7-35 while letting
CoreMark run (.vmem of 152.8KB).
*/
MEMORY
{
ram : ORIGIN = 0x00100000, LENGTH = 0x750000
stack : ORIGIN = 0x00850000, LENGTH = 0x200000
}
/* Stack information variables */
_min_stack = 0x10000; /* 8K - minimum stack space to reserve */
_stack_len = LENGTH(stack);
_stack_start = ORIGIN(stack) + LENGTH(stack);
_entry_point = _vectors_start + 0x80;
ENTRY(_entry_point)
/* The tohost address is used by Spike for a magic "stop me now" message. This
is set to equal SIM_CTRL_CTRL (see simple_system_regs.h), which has that
effect in simple_system simulations. Note that it must be 8-byte aligned.
We don't read data back from Spike, so fromhost is set to some dummy value:
we place it just above the top of the stack.
*/
tohost = 0x20008;
fromhost = _stack_start + 0x10;
SECTIONS
{
.vectors :
{
. = ALIGN(4);
_vectors_start = .;
KEEP(*(.vectors))
_vectors_end = .;
} > ram
.text : {
. = ALIGN(4);
*(.text)
*(.text.*)
} > ram
.rodata : {
. = ALIGN(4);
/* Small RO data before large RO data */
*(.srodata)
*(.srodata.*)
*(.rodata);
*(.rodata.*)
} > ram
.data : {
. = ALIGN(4);
/* Small data before large data */
*(.sdata)
*(.sdata.*)
*(.data);
*(.data.*)
} > ram
.bss :
{
. = ALIGN(4);
_bss_start = .;
/* Small BSS before large BSS */
*(.sbss)
*(.sbss.*)
*(.bss)
*(.bss.*)
*(COMMON)
_bss_end = .;
} > ram
/* ensure there is enough room for stack */
.stack (NOLOAD): {
. = ALIGN(4);
. = . + _min_stack ;
. = ALIGN(4);
stack = . ;
_stack = . ;
} > stack
}
inference_codes/common/simple_system_common.c
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// Copyright lowRISC contributors.
// Licensed under the Apache License, Version 2.0, see LICENSE for details.
// SPDX-License-Identifier: Apache-2.0
#include "simple_system_common.h"
int putchar(int c) {
DEV_WRITE(SIM_CTRL_BASE + SIM_CTRL_OUT, (unsigned char)c);
return c;
}
int puts(const char *str) {
while (*str) {
putchar(*str++);
}
return 0;
}
void puthex(uint32_t h) {
int cur_digit;
// Iterate through h taking top 4 bits each time and outputting ASCII of hex
// digit for those 4 bits
for (int i = 0; i < 8; i++) {
cur_digit = h >> 28;
if (cur_digit < 10)
putchar('0' + cur_digit);
else
putchar('A' - 10 + cur_digit);
h <<= 4;
}
}
void sim_halt() { DEV_WRITE(SIM_CTRL_BASE + SIM_CTRL_CTRL, 1); }
void pcount_reset() {
asm volatile(
"csrw minstret, x0\n"
"csrw mcycle, x0\n"
"csrw mhpmcounter3, x0\n"
"csrw mhpmcounter4, x0\n"
"csrw mhpmcounter5, x0\n"
"csrw mhpmcounter6, x0\n"
"csrw mhpmcounter7, x0\n"
"csrw mhpmcounter8, x0\n"
"csrw mhpmcounter9, x0\n"
"csrw mhpmcounter10, x0\n"
"csrw mhpmcounter11, x0\n"
"csrw mhpmcounter12, x0\n"
"csrw mhpmcounter13, x0\n"
"csrw mhpmcounter14, x0\n"
"csrw mhpmcounter15, x0\n"
"csrw mhpmcounter16, x0\n"
"csrw mhpmcounter17, x0\n"
"csrw mhpmcounter18, x0\n"
"csrw mhpmcounter19, x0\n"
"csrw mhpmcounter20, x0\n"
"csrw mhpmcounter21, x0\n"
"csrw mhpmcounter22, x0\n"
"csrw mhpmcounter23, x0\n"
"csrw mhpmcounter24, x0\n"
"csrw mhpmcounter25, x0\n"
"csrw mhpmcounter26, x0\n"
"csrw mhpmcounter27, x0\n"
"csrw mhpmcounter28, x0\n"
"csrw mhpmcounter29, x0\n"
"csrw mhpmcounter30, x0\n"
"csrw mhpmcounter31, x0\n"
"csrw minstreth, x0\n"
"csrw mcycleh, x0\n"
"csrw mhpmcounter3h, x0\n"
"csrw mhpmcounter4h, x0\n"
"csrw mhpmcounter5h, x0\n"
"csrw mhpmcounter6h, x0\n"
"csrw mhpmcounter7h, x0\n"
"csrw mhpmcounter8h, x0\n"
"csrw mhpmcounter9h, x0\n"
"csrw mhpmcounter10h, x0\n"
"csrw mhpmcounter11h, x0\n"
"csrw mhpmcounter12h, x0\n"
"csrw mhpmcounter13h, x0\n"
"csrw mhpmcounter14h, x0\n"
"csrw mhpmcounter15h, x0\n"
"csrw mhpmcounter16h, x0\n"
"csrw mhpmcounter17h, x0\n"
"csrw mhpmcounter18h, x0\n"
"csrw mhpmcounter19h, x0\n"
"csrw mhpmcounter20h, x0\n"
"csrw mhpmcounter21h, x0\n"
"csrw mhpmcounter22h, x0\n"
"csrw mhpmcounter23h, x0\n"
"csrw mhpmcounter24h, x0\n"
"csrw mhpmcounter25h, x0\n"
"csrw mhpmcounter26h, x0\n"
"csrw mhpmcounter27h, x0\n"
"csrw mhpmcounter28h, x0\n"
"csrw mhpmcounter29h, x0\n"
"csrw mhpmcounter30h, x0\n"
"csrw mhpmcounter31h, x0\n");
}
unsigned int get_mepc() {
uint32_t result;
__asm__ volatile("csrr %0, mepc;" : "=r"(result));
return result;
}
unsigned int get_mcause() {
uint32_t result;
__asm__ volatile("csrr %0, mcause;" : "=r"(result));
return result;
}
unsigned int get_mtval() {
uint32_t result;
__asm__ volatile("csrr %0, mtval;" : "=r"(result));
return result;
}
void simple_exc_handler(void) {
puts("EXCEPTION!!!\n");
puts("============\n");
puts("MEPC: 0x");
puthex(get_mepc());
puts("\nMCAUSE: 0x");
puthex(get_mcause());
puts("\nMTVAL: 0x");
puthex(get_mtval());
putchar('\n');
sim_halt();
while(1);
}
volatile uint64_t time_elapsed;
uint64_t time_increment;
inline static void increment_timecmp(uint64_t time_base) {
uint64_t current_time = timer_read();
current_time += time_base;
timecmp_update(current_time);
}
void timer_enable(uint64_t time_base) {
time_elapsed = 0;
time_increment = time_base;
// Set timer values
increment_timecmp(time_base);
// enable timer interrupt
asm volatile("csrs mie, %0\n" : : "r"(0x80));
// enable global interrupt
asm volatile("csrs mstatus, %0\n" : : "r"(0x8));
}
void timer_disable(void) { asm volatile("csrc mie, %0\n" : : "r"(0x80)); }
uint64_t timer_read(void) {
uint32_t current_timeh;
uint32_t current_time;
// check if time overflowed while reading and try again
do {
current_timeh = DEV_READ(TIMER_BASE + TIMER_MTIMEH, 0);
current_time = DEV_READ(TIMER_BASE + TIMER_MTIME, 0);
} while (current_timeh != DEV_READ(TIMER_BASE + TIMER_MTIMEH, 0));
uint64_t final_time = ((uint64_t)current_timeh << 32) | current_time;
return final_time;
}
void timecmp_update(uint64_t new_time) {
DEV_WRITE(TIMER_BASE + TIMER_MTIMECMP, -1);
DEV_WRITE(TIMER_BASE + TIMER_MTIMECMPH, new_time >> 32);
DEV_WRITE(TIMER_BASE + TIMER_MTIMECMP, new_time);
}
uint64_t get_elapsed_time(void) { return time_elapsed; }
void simple_timer_handler(void) __attribute__((interrupt));
void simple_timer_handler(void) {
increment_timecmp(time_increment);
time_elapsed++;
}
inference_codes/common/simple_system_common.d
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/home/alex/Desktop/ibex_tools/ibex/examples/sw/simple_system/common/simple_system_common.o: \
/home/alex/Desktop/ibex_tools/ibex/examples/sw/simple_system/common/simple_system_common.c \
/home/alex/Desktop/ibex_tools/ibex/examples/sw/simple_system/common/simple_system_common.h \
/home/alex/Desktop/ibex_tools/ibex/examples/sw/simple_system/common/simple_system_regs.h
inference_codes/common/simple_system_common.h
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// Copyright lowRISC contributors.
// Licensed under the Apache License, Version 2.0, see LICENSE for details.
// SPDX-License-Identifier: Apache-2.0
#ifndef SIMPLE_SYSTEM_COMMON_H__
#include <stdint.h>
#include <stdio.h>
#include "simple_system_regs.h"
#define DEV_WRITE(addr, val) (*((volatile uint32_t *)(addr)) = val)
#define DEV_READ(addr, val) (*((volatile uint32_t *)(addr)))
#define PCOUNT_READ(name, dst) asm volatile("csrr %0, " #name ";" : "=r"(dst))
/**
* Writes character to simulator out log. Signature matches c stdlib function
* of the same name.
*
* @param c Character to output
* @returns Character output (never fails so no EOF ever returned)
*/
int putchar(int c);
/**
* Writes string to simulator out log. Signature matches c stdlib function of
* the same name.
*
* @param str String to output
* @returns 0 always (never fails so no error)
*/
int puts(const char *str);
/**
* Writes ASCII hex representation of number to simulator out log.
*
* @param h Number to output in hex
*/
void puthex(uint32_t h);
/**
* Immediately halts the simulation
*/
void sim_halt();
/**
* Enables/disables performance counters. This effects mcycle and minstret as
* well as the mhpmcounterN counters.
*
* @param enable if non-zero enables, otherwise disables
*/
static inline void pcount_enable(int enable) {
// Note cycle is disabled with everything else
unsigned int inhibit_val = enable ? 0x0 : 0xFFFFFFFF;
// CSR 0x320 was called `mucounteren` in the privileged spec v1.9.1, it was
// then dropped in v1.10, and then re-added in v1.11 with the name
// `mcountinhibit`. Unfortunately, the version of binutils we use only allows
// the old name, and LLVM only supports the new name (though this is changed
// on trunk to support both), so we use the numeric value here for maximum
// compatibility.
asm volatile("csrw 0x320, %0\n" : : "r"(inhibit_val));
}
/**
* Resets all performance counters. This effects mcycle and minstret as well
* as the mhpmcounterN counters.
*/
void pcount_reset();
/**
* Enables timer interrupt
*
* @param time_base Number of time ticks to count before interrupt
*/
void timer_enable(uint64_t time_base);
/**
* Returns current mtime value
*/
uint64_t timer_read(void);
/**
* Set a new timer value
*
* @param new_time New value for time
*/
void timecmp_update(uint64_t new_time);
/**
* Disables timer interrupt
*/
void timer_disable(void);
/**
* Returns current global time value
*/
uint64_t get_elapsed_time(void);
#endif
inference_codes/common/simple_system_common.o
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inference_codes/common/simple_system_regs.h
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// Copyright lowRISC contributors.
// Licensed under the Apache License, Version 2.0, see LICENSE for details.
// SPDX-License-Identifier: Apache-2.0
#ifndef SIMPLE_SYSTEM_REGS_H__
#define SIMPLE_SYSTEM_REGS_H__
#define SIM_CTRL_BASE 0x20000
#define SIM_CTRL_OUT 0x0
#define SIM_CTRL_CTRL 0x8
#define TIMER_BASE 0x30000
#define TIMER_MTIME 0x0
#define TIMER_MTIMEH 0x4
#define TIMER_MTIMECMP 0x8
#define TIMER_MTIMECMPH 0xC
#endif // SIMPLE_SYSTEM_REGS_H__
inference_codes/elderly_fall/optimized/Makefile
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# Copyright lowRISC contributors.
# Licensed under the Apache License, Version 2.0, see LICENSE for details.
# SPDX-License-Identifier: Apache-2.0
#
# Generate a baremetal application
# Name of the program $(PROGRAM).c will be added as a source file
PROGRAM = elderly_fall
PROGRAM_DIR := $(shell dirname $(realpath $(lastword $(MAKEFILE_LIST))))
# Any extra source files to include in the build. Use the upper case .S
# extension for assembly files
EXTRA_SRCS :=
include ${PROGRAM_DIR}/../../common/common.mk
inference_codes/elderly_fall/optimized/elderly_fall.c
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#include "simple_system_common.h"
#include "fully_connected_opt.h"
#include "ibex_mlp_params.h"
#include "mlp_weights.h"
#include "ibex_inputs.h"
#define IN_DIM 120
#define HIDDEN_DIM1 20
#define OUT_DIM 4
#define SAMPLES 1
int outs[SAMPLES][OUT_DIM >> 2];
void elderly_fall() {
int inp[IN_DIM >> 2];
int y1[HIDDEN_DIM1 >> 2];
int out[OUT_DIM >> 2];
for (int iter = 0; iter < SAMPLES; iter ++){
for(int i = 0; i < IN_DIM >> 2; i++) inp[i] = input[iter][i];
pcount_enable(1);
mlp_layer_2bits(inp, y1, IN_DIM >> 2, HIDDEN_DIM1 >> 2, W1, B1, SB1, MV1, SV1);
mlp_layer_2bits(y1, out, HIDDEN_DIM1 >> 2, OUT_DIM >> 2, W2, B2, SB2, MV2, SV2);
pcount_enable(0);
puts("Output Layer Values:\n");
for(int i = 0; i < OUT_DIM >> 2; i++) {
puthex((out[i] & 0xFF000000) >> 24);
puts(" ");
puthex((out[i] & 0xFF0000) >> 16);
puts(" ");
puthex((out[i] & 0xFF00) >> 8);
puts(" ");
puthex(out[i] & 0xFF);
puts("\n");
}
}
}
int main(void) {
pcount_enable(0);
elderly_fall();
return 0;
}
inference_codes/elderly_fall/optimized/ibex_inputs.h
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#ifndef MLP_INPUTS_H
#define MLP_INPUTS_H
static const int input[1][30] = {
{1908200253, 691092868, 1481730920, 1061043560, 2089758003, 761487468, 607070483, 4245894991, 1823178522, 763293266, 1062675346, 338649697, 372838669, 252447763, 1767913100, 2229306461, 1187890378, 1986881919, 2744213868, 1767863942, 1685485199, 2930253292, 2876817118, 3901532637, 2574810729, 1920040840, 2578359212, 3010626681, 2288931612, 3976200192}
};
#endif /* IBEX_MLP_INPUTS_H */
inference_codes/elderly_fall/optimized/ibex_mlp_params.h
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#ifndef IBEX_MLP_PARAMS_H
#define IBEX_MLP_PARAMS_H
#define MV1 2139062143
#define MV2 1920103026
#define SV1 1352745601
#define SV2 1217471041
static const int SB1[5] = {
135274499, 134225987, 8195, 3, 134217795
};
static const int SB2[1] = {
1048579
};
#endif /* IBEX_MLP_PARAMS_H */
inference_codes/elderly_fall/optimized/mlp_weights.h
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#ifndef MLP_WEIGHTS_H
#define MLP_WEIGHTS_H
static const int W1[5][30] = {
{12828752, 271931136, 469876931, 3423621907, 3560898865, 68382740, 1140850688, 3477508, 66109447, 290968645, 68207875, 1087427584, 321913041, 3284209412, 71319744, 262356, 1157828676, 268440000, 3478963269, 63194109, 3234083596, 62914560, 51393584, 3472900116, 809512991, 3275046196, 273691415, 68158556, 120904960, 3221225472},
{218181639, 80530636, 3222211776, 211, 12849932, 3221225797, 202117428, 13369548, 470565695, 1396913152, 3225698124, 1118480, 1125332240, 80547904, 319049029, 1073749185, 231800880, 823155761, 67378188, 3489861652, 1280250897, 130072855, 336531712, 3221696540, 253168657, 789520, 4231295283, 1104216512, 385943488, 218103808},
{872481728, 115648, 13632516, 1338007551, 873778485, 4097840195, 16847936, 3489677504, 3222012740, 13959196, 32506931, 3221225713, 4109385792, 819786499, 352572688, 62915632, 3558015936, 50594608, 806093056, 3757378560, 3319054529, 1950609472, 3238805264, 1204863216, 29426752, 1074595015, 347204, 321994945, 58470420, 201326592},
{805765376, 15472, 3284627504, 17618688, 1275153729, 3284190293, 339480880, 7406785, 1148453180, 328448, 352141325, 205540660, 2101608452, 1343028548, 24120624, 1088160780, 88866816, 1141198129, 1006948301, 1346113728, 12780353, 1343160524, 805520577, 117783820, 3423948052, 1090519040, 285290693, 805372016, 525074432, 822083584},
{24316928, 1279263936, 1090794241, 3225766927, 856502284, 268435484, 810339333, 63701040, 1879314624, 3490508800, 4030727180, 4228169748, 289419313, 3560816640, 231754752, 79917375, 218116416, 1292637184, 67190784, 3936068, 319557644, 14418705, 51576883, 3276800049, 3222274865, 80546932, 2132017153, 209570828, 1006715184, 1124073472}
};
static const int W2[1][5] = {
{4029694064, 275828736, 12336, 49200, 15732736}
};
static const int B1[5] = {
1198743370, 1219189158, 268919229, 3168196459, 1512008264
};
static const int B2[1] = {
2370961408
};
#endif /* MLP_WEIGHTS_H */
inference_codes/elderly_fall/original/Makefile
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# Copyright lowRISC contributors.
# Licensed under the Apache License, Version 2.0, see LICENSE for details.
# SPDX-License-Identifier: Apache-2.0
#
# Generate a baremetal application
# Name of the program $(PROGRAM).c will be added as a source file
PROGRAM = elderly_fall
PROGRAM_DIR := $(shell dirname $(realpath $(lastword $(MAKEFILE_LIST))))
# Any extra source files to include in the build. Use the upper case .S
# extension for assembly files
EXTRA_SRCS :=
include ${PROGRAM_DIR}/../../common/common.mk
inference_codes/elderly_fall/original/elderly_fall.c
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#include "simple_system_common.h"
#include "fully_connected.h"
#include "ibex_mlp_params.h"
#include "mlp_weights.h"
#include "ibex_inputs.h"
#define IN_DIM 117
#define HIDDEN_DIM1 20
#define OUT_DIM 2
#define SAMPLES 1
int outs[SAMPLES][OUT_DIM];
void elderly_fall() {
int inp[IN_DIM];
int y1[HIDDEN_DIM1];
int out[OUT_DIM];
for (int iter = 0; iter < SAMPLES; iter ++){
for(int i = 0; i < IN_DIM; i++) inp[i] = input[iter][i];
pcount_enable(1);
mlp_layer(inp, y1, IN_DIM, HIDDEN_DIM1, W1, B1, SB1, MV1, SV1);
mlp_layer(y1, out, HIDDEN_DIM1, OUT_DIM, W2, B2, SB2, MV2, SV2);
pcount_enable(0);
puts("Output Layer Values:\n");
for(int i = 0; i < OUT_DIM; i++) {
puthex(out[i]);
puts("\n");
}
}
}
int main(void) {
pcount_enable(0);
elderly_fall();
return 0;
}
inference_codes/elderly_fall/original/ibex_inputs.h
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#ifndef MLP_INPUTS_H
#define MLP_INPUTS_H
static const int input[1][117] = {
{113, 188, 211, 61, 41, 49, 61, 132, 88, 81, 107, 104, 63, 62, 61, 104, 124, 143, 45, 51, 45, 99, 96, 108, 36, 47, 41, 19, 253, 19, 55, 79, 108, 171, 127, 26, 45, 126, 238, 82, 63, 87, 35, 146, 20, 47, 98, 97, 22, 57, 17, 13, 15, 12, 12, 19, 105, 96, 54, 140, 132, 224, 132, 93, 70, 205, 196, 202, 118, 109, 105, 127, 163, 145, 97, 108, 105, 95, 118, 134, 100, 118, 118, 143, 174, 168, 29, 236, 171, 120, 190, 222, 232, 140, 169, 221, 153, 120, 126, 105, 114, 113, 127, 136, 153, 174, 163, 172, 179, 114, 132, 121, 136, 110, 83, 28, 237}
};
#endif /* IBEX_MLP_INPUTS_H */
inference_codes/elderly_fall/original/ibex_mlp_params.h
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#ifndef IBEX_MLP_PARAMS_H
#define IBEX_MLP_PARAMS_H
#define MV1 127
#define MV2 114
#define SV1 10
#define SV2 9
#define SB1 0
#define SB2 0
#endif /* IBEX_MLP_PARAMS_H */
inference_codes/elderly_fall/original/mlp_weights.h
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#ifndef MLP_WEIGHTS_H
#define MLP_WEIGHTS_H
static const int W1[20][117] = {
{0, -1, -1, 1, 0, 0, 1, 0, 0, 0, -1, -1, -1, 0, 1, 0, -1, 0, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, -1, -1, 0, 0, 1, -1, 1, 0, 0, -1, 0, 1, -1, -1, 0, 0, 0, 0, -1, -1, -1, 0, 0, 0, 1, 1, -1, 0, 0, 0, -1, 1, 0, 0, 1, 0, 0, 0, -1, -1, 1, -1, 1, 0, -1, 1, -1, -1, -1, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, -1, 0, 1, 0, 0, 1, 0, 0, -1, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0, -1, 0, -1},
{0, 0, 0, 1, 1, -1, 1, 0, 1, 0, 0, 0, 0, 1, 1, 1, 1, -1, 0, -1, 0, 1, -1, 1, 0, 0, 0, 0, 0, -1, 1, 0, 0, -1, 0, 0, 1, 1, 1, 0, 0, 1, 0, 0, 0, 1, 1, 0, 1, -1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 1, 0, 1, 0, 1, 0, 0, 1, 0, 0, 0, 0, 0, -1, 0, 0, -1, 0, 0, 0, 0, 0, 0, 1, -1, -1, 0, 0, 0, 1, -1, 0, -1, 1, 0, -1, -1, -1, 1, 1, -1, 1, 0, 1, 0, 1, 0, -1, 1, 0, 0},
{0, 0, 0, 0, 0, 1, 1, 0, -1, 0, 0, 0, -1, 0, 0, 0, 1, -1, 0, 0, 1, 0, 0, 1, 1, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 1, 0, 1, 1, 1, 1, 0, 1, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, -1, 1, 1, 0, 0, 0, 0, 1, 0, 1, 1, 0, 0, 1, 0, 0, 0, 0, -1, -1, 1, 1, 0, 1, 0, -1, 0, 1, 0, -1, 0, 0, 0, 0, 0, 0, 1, 0, -1, 0, 0, 1, 0, 0, 0, -1, 0, 1, -1, 1, 0, 0, 0, 1, 1, 0, 1, -1, 1, 1, -1, 0, 0},
{0, -1, 0, 0, 0, 1, -1, 0, 0, 1, 0, -1, 0, 0, -1, -1, 0, -1, 1, 1, 0, -1, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, -1, 0, 0, -1, 1, -1, 0, 1, 0, 0, 1, -1, 0, 0, 0, 0, -1, 0, 0, 1, -1, 1, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, -1, 0, 0, 0, 0, 1, 0, -1, 0, 0, 1, -1, 0, -1, 1, 0, 0, -1, 0, -1, 0, 0, 0, -1, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, -1, -1, 1, 1, 0, 0, 0, -1, -1, 0, 0, 0, 0, -1, 0, 1, 0, 0},
{0, 0, 0, 0, 0, -1, -1, -1, -1, 0, 0, -1, 0, 0, 0, -1, 0, -1, 0, 0, -1, 0, 0, 1, 0, 0, 0, 0, 0, -1, 0, -1, 0, 0, 1, 0, 1, 1, 0, 0, -1, 1, 0, 1, 0, 0, 0, 0, 1, 0, 0, 0, 0, -1, 0, 1, 0, 0, 1, 1, 1, 0, 0, -1, 0, -1, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, -1, 0, 0, 0, 1, 1, 0, 0, 0, -1, -1, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 1, 0, 1, -1, 0, -1, 0, 0, 0, -1, 0},
{0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 1, -1, 0, 0, 0, 0, 1, 0, 0, -1, 1, 0, -1, 0, 0, 0, -1, 0, 0, 1, 1, 1, 0, 1, -1, 1, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0, 1, 0, -1, -1, 1, 1, -1, 0, 0, 1, 0, 1, 0, 1, 1, 0, 0, 1, 1, 0, 0, 0, 1, 1, 0, 1, 0, 0, 0, -1, 1, 0, 1, 0, 1, 0, 0, 0, 1, -1, -1, -1, -1, 0, 1, 0, 0, 1, 0, 0, 0, 0},
{-1, 0, 0, 1, 1, -1, -1, -1, 0, -1, -1, 0, 0, 0, 0, 0, 0, 1, 0, -1, 0, 0, 0, 1, -1, -1, 0, 1, 0, -1, 0, -1, -1, -1, 0, -1, 0, 0, 1, 0, 0, 1, -1, -1, 0, 0, 0, 0, 0, 0, 1, 0, 1, -1, 0, 0, 0, 1, -1, 1, 0, 0, -1, 0, -1, 0, 0, 0, 0, 0, -1, 0, 1, 1, -1, -1, 0, 0, 0, 1, -1, -1, 1, 0, 1, 0, 0, 1, 1, -1, 0, 0, 0, 1, 0, -1, -1, 1, -1, 0, 0, -1, -1, 0, -1, 1, 0, 0, 0, 0, 0, 0, 1, 0, 1, 0, -1},
{1, 1, 0, -1, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, -1, 0, 0, -1, 0, 0, 0, 1, 1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, -1, -1, -1, -1, 0, 0, 0, 0, -1, 0, 0, 1, 1, 0, -1, -1, 1, 0, 0, 1, 0, 0, -1, 0, 1, 1, 0, 0, 0, 1, 1, 1, 0, 0, 1, 0, 0, 1, 0, 0, 0, 0, 0, -1, 0, 0, 0, -1, 0, 1, -1, 0, 1, -1, 0, -1, 1, 0, 0, -1, 0, 0, -1, -1, 0, 1, 0, 0, 0, 0, 0, 0, 1, -1, 1, 1, 1, 0, -1, 1, -1, 0, 1},
{0, 0, 0, -1, 0, 0, -1, -1, 0, -1, 0, 0, 1, -1, 1, -1, 0, 0, -1, 0, -1, 1, 0, 1, 0, 0, 0, 1, -1, 0, 1, -1, -1, 0, 0, 1, 0, -1, 0, 0, 0, -1, 0, 0, -1, 0, 0, -1, -1, -1, 1, 1, 0, -1, -1, 0, 0, 0, -1, 0, 0, -1, 0, 0, -1, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, -1, -1, 0, 0, -1, -1, -1, -1, 1, 1, -1, 1, -1, 0, 0, 0, 1, -1, -1, -1, 0, -1, 0, 1, 1, 0, 0, -1, 0, 0, 1, 1, 0, 0, 1, -1, 0, 1, 0, 0, 0},
{-1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1, -1, -1, 1, 0, -1, -1, 0, 1, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 1, 0, -1, 0, -1, 0, 0, 0, -1, -1, -1, 0, 0, -1, 1, -1, 0, 1, 0, 1, 1, 0, 0, 0, -1, 1, 1, 0, 0, 0, 0, 0, -1, -1, 0, 0, 0, 1, -1, 0, 0, 0, 1, 0, 0, -1, 0, -1, 0, 0, 0, -1, 1, 0, 1, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, -1, 0, 0, 0, -1, -1, 1, 0},
{1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, -1, 0, -1, -1, 1, 1, -1, 1, 1, 0, 1, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, -1, 0, 1, 0, 1, 0, -1, 0, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, -1, 0, 0, 1, 0, 1, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 1, 0, 0, 0, -1, 0, 0, -1, 1, -1, 0, 1, 1, 0, 0, 1, 0, 0, 0, 0, -1, -1, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0, -1, 1, 1, 0, 1, -1, 1, 0, 0, 0, 0, 0, -1, 0, 1, -1},
{0, 1, -1, 0, 0, 1, -1, 0, 0, 0, 0, 0, -1, 0, -1, -1, 0, 0, 1, 1, 0, 0, 0, -1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 1, 0, 0, 1, 0, 0, -1, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, -1, -1, 1, -1, 1, 0, -1, 0, 0, 0, 0, -1, -1, 0, -1, 0, -1, 0, 0, 0, 1, 0, -1, 1, 0, 0, 1, 0, 0, 1, 0, -1, 0, 0, 1, 0, -1, 0, -1, 0, 0, 0, 1, 1, 0, 0, 0, 1, 0, -1, 0, 1, 0, 0, -1, 1, 0, 1, -1, 0, 0, 0, 0},
{0, 0, 0, 0, 0, 0, 0, 1, -1, -1, 1, 0, 0, 0, -1, 0, 1, 0, 1, 1, -1, -1, -1, 1, 0, 0, 0, 0, 0, 1, 0, -1, 1, 1, 0, 0, 0, 0, 0, 0, 0, -1, 1, 0, 0, 1, 1, 0, 1, 1, 0, 0, 1, 0, -1, 1, 0, 1, 0, 0, 1, -1, 0, 0, 0, 1, 0, 0, 1, 0, 1, 0, 0, 0, -1, -1, 1, 0, 0, -1, 0, -1, 0, 1, 1, 0, 0, -1, 0, 0, 1, -1, 0, 0, 0, 0, -1, 0, 1, 0, 1, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 1, 0, 1, 0, 0, 0},
{-1, 0, 0, 0, 0, 0, -1, -1, 0, 0, -1, -1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, -1, 1, -1, 0, -1, 0, 0, 0, -1, 0, -1, 0, 0, 0, 0, 1, -1, 0, 0, 0, 0, 0, -1, -1, 0, 0, 0, 1, 0, -1, 0, 0, -1, 0, -1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, -1, 0, 0, 0, 1, -1, 1, 0, 0, 0, 0, 0, 1, 0, 0, 0, -1, 0, 0, 0, 0, 0, -1, 0, 0, 1, 0, 1, 0, 0, 0, 0, 1, 0, -1, 0, -1, 0, 0, -1, 1, 0, 0, 0, -1},
{0, 1, 0, 0, 0, 0, -1, 0, 0, 1, 0, 0, 0, -1, 1, 0, -1, 0, -1, 0, 0, 0, 1, 1, 1, -1, 0, 0, 0, 0, 1, 0, 1, 1, 0, -1, 0, 1, 0, 0, 1, -1, 0, -1, -1, 0, -1, 1, -1, 1, 0, 1, 0, -1, -1, 1, 0, 0, -1, 0, 0, -1, 1, -1, 1, -1, 0, 0, 1, 1, -1, 0, -1, 1, -1, -1, 0, -1, 0, 0, 0, 0, 0, 0, 0, -1, 0, -1, 0, 0, 1, 0, 1, 1, -1, -1, -1, 1, -1, 1, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, -1, -1, 0, 0, 0},
{0, -1, 1, 0, 0, 0, 0, 0, -1, -1, 0, 0, 1, 0, -1, 0, 0, 1, 1, 1, -1, 0, 0, 1, 0, 0, 1, 0, 0, 1, 0, 1, 0, 0, 1, 0, 0, 1, -1, 0, 0, 1, 0, 1, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 1, 0, 1, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1, 1, 1, 0, 0, -1, 1, 0, 0, 0, 0, 0, -1, -1, 1, 0, -1, 0, 0, 0, -1, 0, 1, -1, 1, 1, 0, 0, 1, 1, 0, 1, 0, 0, 0, 1, 1, 0, 1, 0, 1, 0, 0, -1, 0, 0, 0, 1},
{0, 1, 0, 0, 1, 1, 0, -1, 1, 0, 0, 0, -1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, -1, 0, 0, -1, 0, 0, 1, 0, 0, -1, -1, 0, -1, 0, -1, 1, 0, 0, -1, 0, -1, 0, 0, 1, 0, 0, -1, 0, -1, 0, 0, -1, 1, 0, 0, -1, 1, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, -1, 1, 0, 0, -1, 0, 0, 0, 0, -1, 0, 1, 1, 0, 0, 0, 0, 1, -1, 0, 0, 0, 1, 0, 1},
{0, -1, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, -1, 0, -1, 0, 1, 0, 0, 1, -1, 0, 0, 0, 0, 0, 0, -1, -1, 0, 1, 0, 1, 0, -1, 0, -1, 0, 0, 0, -1, 0, 0, 1, 1, 0, -1, -1, 1, -1, 0, 0, 0, 1, 0, 0, 0, 0, -1, -1, 0, 0, -1, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, -1, 0, 0, 1, 0, 1, 0, 0, 1, 0, 1, 0, 1, 0, -1, 0, 1, 0, -1, 0, 1, 0, -1, 0, 0, 0, -1, -1, 1, 0, 0, 0, -1, 0, 0, -1, 0, 0, -1, 0},
{0, 0, -1, 0, -1, 0, 1, 0, 0, 1, 0, 0, 0, 1, -1, -1, 0, -1, 0, -1, 0, 0, 0, -1, 0, -1, -1, 1, 0, -1, 0, 0, 0, 1, 0, 0, 0, -1, 0, 0, 0, 0, 1, -1, -1, 1, 0, 1, 0, 0, 0, 0, 1, -1, 0, 0, -1, 0, -1, 0, 1, 0, 0, -1, -1, 0, 0, 0, -1, -1, 1, 0, 1, 0, 0, 0, 0, -1, -1, 1, 0, -1, 0, -1, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, -1, -1, 1, -1, 1, 0, 0, -1, -1, -1, -1, -1, 0, 0, 0, 0},
{1, -1, 0, 0, 0, 0, 0, 0, 1, 0, -1, 1, 0, 1, 0, -1, -1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 1, 0, 1, 0, 0, 1, 0, 0, 0, 0, -1, 1, -1, 1, 0, 1, 0, 1, 0, 0, 0, 0, 1, 0, 0, 0, 0, -1, 0, -1, 0, 0, 0, 0, 0, -1, 1, -1, -1, 0, -1, -1, 0, 0, 1, 0, 0, -1, 1, 0, 1, 0, 0, -1, 0, 0, 1, 0, 1, 0, 0, 0, 1, 1, 0, -1}
};
static const int W2[2][20] = {
{-1, 0, 1, 1, 0, 1, -1, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, -1, 0, 0},
{-1, -1, 0, -1, 1, -1, 1, 0, 0, 0, -1, -1, 0, 0, 0, -1, 0, -1, 1, 0}
};
static const int B1[20] = {
142, 230, 190, 74, 144, -85, 178, -180, 16, 7, 194, -67, -68, -42, -41, 107, 180, 31, 106, 144
};
static const int B2[2] = {
-115, 164
};
#endif /* MLP_WEIGHTS_H */
inference_codes/lenet5_mnist/optimized/Makefile
+15
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@@ -0,0 +1,15 @@
# Copyright lowRISC contributors.
# Licensed under the Apache License, Version 2.0, see LICENSE for details.
# SPDX-License-Identifier: Apache-2.0
#
# Generate a baremetal application
# Name of the program $(PROGRAM).c will be added as a source file
PROGRAM = lenet5_mnist
PROGRAM_DIR := $(shell dirname $(realpath $(lastword $(MAKEFILE_LIST))))
# Any extra source files to include in the build. Use the upper case .S
# extension for assembly files
EXTRA_SRCS :=
include ${PROGRAM_DIR}/../../common/common.mk
inference_codes/lenet5_mnist/optimized/cnn_weights.h
+316
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#ifndef CNN_WEIGHTS_H
#define CNN_WEIGHTS_H
static const int F1[2][5][5][1] = {
{
{
{318767104},
{67108864},
{1073741824},
{201326592},
{0}
},
{
{469762048},
{4093640704},
{1124073472},
{1593835520},
{469762048}
},
{
{1140850688},
{3539992576},
{16777216},
{3221225472},
{889192448}
},
{
{318767104},
{1392508928},
{268435456},
{922746880},
{3741319168}
},
{
{1929379840},
{1090519040},
{218103808},
{0},
{3288334336}
}
},
{
{
{3221225472},
{3221225472},
{268435456},
{0},
{4026531840}
},
{
{0},
{4026531840},
{3489660928},
{3489660928},
{268435456}
},
{
{1073741824},
{1879048192},
{0},
{3221225472},
{3221225472}
},
{
{1879048192},
{268435456},
{1073741824},
{1342177280},
{4026531840}
},
{
{4026531840},
{805306368},
{1073741824},
{1073741824},
{268435456}
}
}
};
static const int F2[4][5][5][2] = {
{
{
{3577954673, 3233808384},
{3695300620, 222298112},
{874320143, 1019478016},
{79970368, 1329856512},
{1296105485, 1344012288}
},
{
{3489664067, 386072576},
{802864, 18284544},
{869350653, 66322432},
{2082426957, 3439394816},
{3698790653, 818085888}
},
{
{365232193, 335872000},
{79704852, 1598291968},
{53801984, 4047437824},
{12595281, 1343225856},
{3223278455, 1359216640}
},
{
{8340572, 201326592},
{4148449344, 1128333312},
{872611840, 1074724864},
{3544989716, 365363200},
{1359007760, 1879310336}
},
{
{4231268164, 822149120},
{7603201, 1013972992},
{3224423743, 214695936},
{3691793695, 1172045824},
{4093671232, 1023410176}
}
},
{
{
{5191108, 67960832},
{1157628113, 117440512},
{222524432, 4047568896},
{288621596, 927137792},
{193, 3302162432}
},
{
{263383, 336920576},
{3226468624, 3306225664},
{872480848, 57933824},
{3520286931, 262144},
{523358273, 1967325184}
},
{
{3289174524, 3339452416},
{54744064, 817889280},
{3505390033, 3342336},
{1392510156, 458752},
{835044112, 810745856}
},
{
{983549, 805306368},
{1091374336, 1191968768},
{1127337988, 318767104},
{860625920, 3253993472},
{3703770451, 1141047296}
},
{
{8127952, 386072576},
{3439611167, 1203961856},
{7557319, 340525056},
{1342992453, 335544320},
{1882263639, 13369344}
}
},
{
{
{3285992268, 1963130880},
{3604531, 207355904},
{4047152, 807337984},
{1279266049, 51642368},
{3753909440, 1144061952}
},
{
{4111663155, 3221487616},
{1023528256, 826081280},
{3272363072, 335740928},
{218891200, 826343424},
{1407127553, 24117248}
},
{
{1076965652, 286195712},
{272659396, 202440704},
{1140077652, 4113563648},
{3555983455, 1158742016},
{218087424, 3422748672}
},
{
{1899041617, 204800000},
{1409757405, 1892417536},
{85000448, 1355808768},
{3238789363, 1422131200},
{3489727744, 1090256896}
},
{
{338744640, 1074790400},
{1279333197, 74907648},
{21020943, 258998272},
{268438640, 1345323008},
{810003, 1275265024}
}
},
{
{
{1279459568, 221446144},
{17833040, 1145831424},
{3271774268, 1023672320},
{1073988816, 858783744},
{872432436, 3238854656}
},
{
{222383152, 222298112},
{1359017028, 268763136},
{1900809247, 809762816},
{896549071, 482803712},
{399628229, 863830016}
},
{
{863438612, 3452960768},
{205259252, 1835008},
{3553377475, 3279683584},
{285229520, 856883200},
{1074071296, 289472512}
},
{
{206034704, 1074724864},
{487002572, 1245184},
{810823987, 4026728448},
{3522174163, 338690048},
{1058069555, 290455552}
},
{
{3435201536, 17563648},
{339754835, 3290365952},
{1895955652, 786432},
{365976908, 288555008},
{1547714609, 0}
}
}
};
static const int W1[30][100] = {
{805372097, 3222024193, 1091572497, 1097728, 221270132, 786640, 343159820, 922763264, 3485782016, 71109696, 1171517684, 201715713, 855650364, 1081394188, 30425908, 87044337, 311315, 201576192, 3408113, 52170752, 3221291073, 98321180, 281329664, 3289386300, 3694922764, 80478208, 3221490896, 1344131076, 3560178896, 873533441, 3426762752, 1073742640, 1079251152, 202116364, 806092807, 1903185728, 16826432, 4026544384, 1929494784, 4353, 286088209, 3263693, 213913840, 50791436, 84149315, 819018755, 4029677636, 1006960640, 868420928, 1367124, 202178772, 17680, 789696, 3197964, 205521664, 838913, 70258689, 205259204, 96468992, 54788147, 1006636352, 29627393, 19922944, 13370125, 805309489, 214417600, 205520908, 290504753, 1145047024, 1164307, 840128, 271581199, 3288797185, 3292598336, 1427575232, 4076864704, 3145920, 805568573, 3221241856, 791301, 4880, 855688977, 1074532400, 16777536, 13644092, 4076917964, 71303168, 3207376, 3279107073, 67420160, 222494720, 1140916224, 201327616, 206372864, 1086607809, 806338880, 5029908, 1097920, 1074790403, 786444},
{218108172, 71368771, 3223060548, 1895825725, 68223052, 335556668, 67321916, 823984180, 1908689932, 268436544, 1006682128, 13418496, 3711966976, 4026581264, 323027713, 469769408, 1396968460, 1023431664, 5292036, 16794435, 805326860, 1074594048, 204803084, 1087173632, 84148348, 3690988480, 3224388865, 54607823, 3439592708, 54543296, 805306368, 1019281423, 1074987020, 1006634240, 67235841, 281070787, 1078722685, 117719344, 493899777, 12639424, 51381504, 1145052445, 3284418576, 3221242112, 4026610433, 3222589708, 17564419, 1932545027, 1140920320, 80004100, 822087920, 3703578380, 1090584576, 812715072, 1410072852, 118226944, 1024662784, 1056964693, 1395704835, 3275777, 3704553476, 859204, 22873909, 790545, 275507, 805569292, 1089541120, 3271638029, 54592256, 3435216067, 1883045936, 52556, 810598469, 202113024, 1326189901, 318767107, 1544750020, 271650060, 1946956556, 855884800, 3221565443, 822549716, 251662348, 1048832, 805307485, 1025, 16, 63963139, 3145927, 67110849, 68944689, 470024384, 1410428929, 49356, 67109127, 289669133, 786435, 822284288, 269300544, 72353084},
{67129348, 67110724, 251854851, 54529088, 470555648, 1091305492, 1153892380, 4027531317, 84165056, 3318158412, 70452164, 855838784, 16793612, 262400, 53592323, 3338666176, 1073758656, 398674951, 3289652228, 5571407, 5260305, 16778563, 19922995, 1124122743, 3233816337, 67125248, 230768653, 4026847505, 20185109, 1265664, 3552628823, 4368, 71333061, 268454912, 285279249, 1593886656, 285213696, 790720, 868368, 1081083152, 3271569425, 204669169, 1087438092, 16827648, 206635203, 1124883520, 826290255, 1124143120, 18214972, 486814724, 3234137284, 805376847, 1883009076, 848132, 29, 817905668, 1409286160, 319041729, 269222160, 16784640, 87044113, 805376007, 50331712, 16435, 3338683392, 1028677424, 201379868, 3276997424, 869318716, 20185152, 218107328, 67158096, 252494852, 202228736, 1097732, 1142095936, 4043571968, 1342193664, 256114688, 768, 3239055363, 4026815495, 16449, 3224378428, 812699916, 486609136, 30150675, 70582272, 805322753, 850947, 269496320, 268648449, 22024223, 807145732, 1073857856, 1257533, 822145024, 1051648, 71359504, 202116940},
{3284927236, 856772624, 3222258496, 1073741891, 822084557, 21758988, 17779724, 16855812, 50709251, 272659568, 51856371, 5243164, 3250850844, 29367315, 1880115024, 1342386192, 16384, 4042260496, 326174016, 805306380, 281032512, 4055974080, 806092851, 272912576, 499910420, 16805911, 1146149900, 1192230913, 50331651, 809238801, 219153157, 818875392, 1078726716, 21770243, 3420353, 1363165681, 1009782976, 1291857921, 4227874816, 51654972, 834876672, 3339768839, 281019137, 3289122560, 922796304, 1929379856, 29426435, 1395703809, 271778835, 1192300748, 197633, 1073742592, 252759040, 22048965, 872419388, 4026810368, 3948660, 1052428, 18022464, 1191985404, 118489861, 817889296, 1073808192, 3145920, 1153496131, 2080444416, 812909312, 805306371, 475272400, 1950354435, 861339712, 17826896, 4123869185, 4194352, 3222017024, 1124073776, 813464897, 3145779, 49411, 872485639, 1291845888, 206586052, 1141640273, 1074839552, 1075577027, 1835988, 282002484, 1125191989, 213959488, 268636416, 118423553, 268448512, 201326607, 3221295364, 474170368, 70537156, 1393819844, 1276368147, 3238248448, 1545400339},
{822346768, 1073856768, 4262979, 3233857539, 805634055, 125246720, 282688, 3221277952, 3511877632, 13565952, 268435536, 469762048, 67895299, 858790980, 53477452, 398459120, 3221237772, 1124090304, 1287716864, 323178560, 3145732, 1883249951, 1073812736, 13068, 70336604, 3234004999, 1073811504, 84675600, 4291, 7409411, 268752147, 3422748735, 822083584, 532743231, 13832016, 1396708112, 801792, 71369665, 7352444, 30475571, 876612620, 63717376, 1057964032, 201532, 281023537, 53674956, 3424059444, 201535760, 74448896, 1345323968, 24904785, 51383300, 3305374492, 64028752, 822162196, 3148892, 855651328, 3359812, 22135856, 1006960640, 67178508, 3690987520, 286457916, 2081852, 1141066756, 278736, 1392558336, 1154486288, 71304193, 5243136, 331624528, 1073742657, 3493594115, 71308288, 3309318144, 858980369, 259280, 3540071923, 807141395, 1073856513, 265536, 3224568624, 7352343, 13615364, 872742913, 1342181425, 3271820080, 206504724, 786499, 14468352, 3271766035, 1348, 1074032640, 1305231360, 1057030916, 3222012352, 268435660, 1275331591, 273989648, 352328752},
{202436660, 320615427, 3222339644, 30474253, 54208, 3221275120, 65537, 12288, 252457152, 12779532, 3238003763, 53493761, 1342189636, 204538951, 291009, 805310483, 67387585, 67158788, 1362100240, 3277053377, 2081210384, 14475092, 53936128, 53527308, 51186992, 281284611, 805307444, 13776, 15925452, 3422556176, 3250652160, 16826608, 17117644, 281019331, 251661312, 83951620, 225448144, 120897539, 822411264, 3477078855, 1125318672, 338690241, 71156, 202621180, 3569467460, 1069745617, 253497348, 3234087104, 281296947, 4027845712, 264241155, 96469045, 205308688, 201329756, 821850128, 218349827, 808504561, 4093849612, 1275150348, 1347224323, 3289579536, 3253748495, 3221277748, 824115479, 13569232, 269245760, 71258304, 885800384, 281019584, 338690241, 4039114752, 68, 19991553, 4029956295, 269340416, 3503555340, 50343936, 872674048, 1195315139, 875627281, 21959484, 4223059, 1279476164, 297845703, 3288334336, 297800496, 50384913, 117456076, 17633029, 71041284, 4026594320, 12791828, 80154817, 264553269, 68448256, 130039812, 1276182785, 3292790800, 204525776, 4031037443},
{71355644, 3184, 1946489103, 4227940352, 205587203, 822097139, 470548675, 84758559, 3540841220, 1136857105, 204783616, 0, 17521, 204501780, 268717308, 1011153920, 805571585, 226307, 1295191055, 923795569, 3272667413, 66909196, 834671040, 3694149632, 817890112, 225443892, 214712320, 1879048195, 1090532403, 204477649, 1421890320, 16845904, 201392435, 805372096, 67122163, 1039155520, 3272768, 868483328, 1280, 17232, 805384192, 1896172736, 1884028996, 4128960, 4094693121, 1287865603, 262208, 826474499, 52675, 1290801361, 251855043, 50540545, 50383884, 1191182533, 214695941, 1026605248, 5311500, 268501264, 1036976144, 323207184, 271582400, 17039375, 265333, 12585996, 4026792960, 3301966848, 52225, 487325891, 1075576832, 1077163248, 805335100, 802816, 3, 3708813313, 246832, 1081394140, 53542912, 53604421, 3305898240, 823348224, 122426189, 3271770140, 3224424451, 1114225, 335674387, 1074003968, 1325449228, 50332465, 5308720, 3304129585, 805306380, 252511244, 3425895180, 245, 1125171200, 3221291777, 805322992, 1275068420, 3222356160, 288371459},
{256, 55603324, 297861124, 1894776833, 1124872500, 1078247445, 50676736, 268435476, 4194307, 487338268, 67375552, 1140900868, 822152209, 3146961, 3692049520, 20709635, 16508, 364918212, 1073950721, 809435136, 805355716, 3224850177, 201329665, 4090511364, 199920, 1343033456, 872497152, 74711104, 1073754960, 7556099, 1074790416, 50381572, 3288600588, 3238052109, 1020227588, 790800, 1097880368, 876612804, 805564429, 1196642307, 469762300, 876621895, 805571651, 3221246032, 13895424, 51590400, 339968, 3489665280, 33501440, 788228, 205462593, 71352321, 1101844, 3225448468, 472924977, 817892352, 1946206256, 289407025, 357354561, 67908044, 272372480, 278768, 7680448, 67899392, 12587792, 17564672, 1882264820, 3241150256, 214708272, 3277786180, 3238854131, 58654735, 3223126805, 214958284, 3288335108, 79819776, 208732167, 2088026128, 3225631937, 1144077653, 1236, 892456000, 63111424, 50708813, 1077985485, 2102132749, 268487683, 17236303, 1951690947, 52484, 1073990660, 281084687, 3225686017, 1011811072, 872480768, 63111188, 262400, 789567, 4096802877, 1136918531},
{3485782033, 15794196, 3291480076, 274629, 1074016337, 855638272, 1081084957, 3276030979, 270467136, 79764540, 57950208, 1074806848, 817905667, 70254784, 809776176, 1305789236, 3457024, 808717376, 474896, 3691049219, 3288403984, 835584, 805555216, 67112707, 31195188, 3152909, 20976656, 823133184, 96735573, 12780352, 832, 1879101488, 4572620, 70582720, 201328387, 1076953308, 49168, 512211, 3250651420, 49164, 20716560, 20995148, 1089732689, 1879098624, 1053700, 71316292, 2097938499, 50611008, 3293315328, 3288648896, 471285824, 12632068, 848659, 318767171, 835, 1279000577, 4055891968, 200896, 1073807372, 3222025244, 1075777536, 281329856, 1088246789, 1275071511, 131096405, 13634753, 1543520256, 4235513040, 16432, 825299136, 1543535632, 1057177920, 67948564, 67174416, 2083852032, 822346752, 219100160, 470614836, 338955265, 1346682992, 1393345747, 3221226547, 20120000, 520343360, 49153, 16, 1077936156, 3424390151, 3222208516, 80022544, 5255184, 335573008, 67179268, 817901680, 12794880, 786736, 4195264, 230951988, 50607104, 1932738764},
{805568719, 264290316, 53592113, 1287659264, 204484608, 3221487617, 72090368, 805306480, 16780288, 4260442884, 1275527427, 4027580485, 16777984, 805355520, 201589761, 67108876, 856431619, 1140966595, 12596416, 858801012, 1076887616, 1290998016, 214111232, 1879523347, 3237170179, 219152576, 54575108, 4027583491, 787248, 4226099, 251920627, 810341124, 271597568, 67109169, 805373008, 3288449111, 4195124, 3234005324, 4077322513, 53498124, 3394640, 2083520783, 82689, 53678135, 5324992, 1077149696, 4157538352, 70451264, 1124335696, 3149580, 3291545604, 1936786492, 1073758211, 1880146688, 1009782540, 3158036, 806552332, 208682096, 822095984, 213913792, 3238855875, 856621072, 3611095056, 1144062723, 50336769, 1291865296, 348323840, 202364160, 1023623439, 117702851, 3271766083, 121390080, 352336988, 1074528284, 822083612, 3272343632, 1371538177, 68943888, 70266883, 800512, 269538372, 2097152117, 875561008, 50535623, 268518416, 1891683591, 67174400, 3224437808, 268681485, 12845312, 251707412, 806915, 1393313584, 79764557, 1145257996, 4244570368, 2031692, 1405092609, 3294366727, 3556770819},
{3233824771, 1101852, 54530119, 4000796, 339674304, 2087728176, 1317900, 3221275404, 3221439244, 4026534912, 1879245249, 852416, 79757312, 205344787, 281807936, 4227876032, 1087393076, 1011663617, 4106420228, 3271557891, 3221292047, 50545408, 3440115828, 281222145, 4043326784, 30343171, 3506454528, 805502992, 3497083904, 272370688, 493933837, 827326723, 323585, 3221439244, 4259841, 855638020, 1399849991, 798976, 4026729713, 20131955, 67223632, 808454080, 201589189, 323964020, 1014186753, 83888113, 17236829, 3222323968, 3425697904, 1196474416, 331629317, 1090781184, 2000696321, 1037, 17569557, 1879310336, 50794496, 1899299905, 70321216, 1, 805309440, 3238215731, 3222323312, 1145323520, 1140850764, 1459892992, 50334976, 1507407, 13369539, 1409806337, 1090638912, 51646656, 808452371, 3274964996, 12612608, 4081906432, 3222323204, 50413632, 1090781296, 1074842625, 221253681, 4026795020, 12861441, 20978688, 806121665, 4029878721, 223346736, 872430684, 201527040, 4030991409, 873214001, 486604868, 1078150092, 3250598352, 822099027, 1074020357, 1074007052, 51122289, 3291562032, 3695640641},
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{872418309, 3221275076, 3439603719, 352339153, 269553948, 4403212, 1278278660, 3272540352, 473977860, 85721200, 1887263, 3477931389, 16777557, 67112704, 818938324, 341053185, 4457479, 470024204, 821364556, 474021968, 1884045568, 12336, 1964039168, 922763520, 319836431, 196608, 1011055888, 1075249216, 1087376471, 3261248, 79889152, 3540041924, 79953984, 3556835329, 1949500164, 3340550163, 268439808, 70452468, 53544396, 1325662208, 3271557936, 4312276, 271600897, 1252401, 1250560, 3625021, 1145111620, 201327616, 927150087, 204783616, 62914640, 1073745088, 335741964, 1287716892, 1342242896, 285213456, 67317760, 268502020, 1342242864, 2097205015, 1087639552, 285410512, 67109893, 52166679, 66863172, 122753024, 202227932, 83890252, 1849287, 12590132, 3540013824, 2084323351, 489688140, 16464, 12923200, 201441280, 1074024460, 336397312, 219530261, 1073938437, 3221227331, 1077882880, 1556874513, 82837516, 71315661, 352333840, 67371776, 273416192, 1124074288, 1074839600, 1142800, 806354956, 1069936, 213975312, 859114544, 806552576, 68162627, 1006633984, 3557113860, 1026568208},
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{356515843, 1036055300, 1074528269, 21565, 16, 876610560, 1198530304, 1073988561, 63114432, 3489730563, 1124073492, 117771265, 88867664, 268644416, 87294991, 889209029, 17838160, 1343275968, 3442475268, 206848221, 1076889409, 3241656528, 352781056, 67161140, 83901940, 1006896128, 225652816, 50334804, 5047100, 17040140, 4077915904, 3428782908, 1544384576, 246065, 192, 1006829937, 12801101, 1090547716, 470830080, 12632065, 50343936, 12660995, 67372048, 3239265024, 923081728, 3271611460, 1392512076, 3304112452, 54016, 3271558145, 16793792, 12357, 1409286196, 12336, 773, 4143976956, 816625, 201327884, 487588656, 3238002705, 4027580656, 205537472, 97517568, 3236954997, 79908864, 3241163855, 1039994944, 300953617, 5891, 822919408, 4278194180, 0, 20971712, 1519628, 1836295, 268464144, 19988928, 333185296, 889470977, 269234236, 1009844300, 214188224, 82176, 205262272, 289407040, 1087422912, 1113136, 96929540, 4206848, 1460409200, 1091587132, 3225419847, 894418960, 4039163904, 1008472336, 3289171728, 68157504, 2130971664, 1275082001, 817954099},
{268698565, 809834244, 1077936896, 13700400, 3239837892, 3221228567, 1087386380, 4039426832, 4241240432, 80543748, 3226221808, 1278235649, 286528768, 805384204, 486998031, 5376, 805503043, 66499, 808464405, 70306880, 67358483, 1136677068, 902630403, 3241215168, 64225596, 0, 3224440835, 339805232, 4352, 806552000, 1028063488, 1547698432, 805765120, 3233813552, 324, 285225732, 202637316, 1561591824, 335794960, 80740352, 50659376, 3275050060, 1087373312, 1103151171, 3289169968, 1141324801, 3509846016, 16781312, 3502848, 3271557444, 3223269571, 1343505492, 786480, 1157890099, 4521984, 204488131, 1060868, 3272654864, 805770096, 1113092, 201442380, 1095839792, 3295739972, 67899405, 281018624, 3271755520, 1559234368, 3234017600, 3222389004, 4980852, 201523281, 806568135, 474006343, 1072968179, 1947206448, 68157888, 20993473, 252446012, 202378304, 331419696, 3222278160, 3407900, 1086353856, 3238007857, 1079034128, 3493122067, 16789504, 84095956, 83037441, 1354772480, 808456197, 71368017, 252904516, 1146030016, 4029744368, 3145744, 855849984, 1077346304, 1077673988, 806175491}
};
static const int W2[21][30] = {
{520192, 1142739764, 79713284, 4249408, 3541355532, 62980160, 30691283, 1074806977, 15937728, 1929381312, 1884143644, 1027611765, 3271783183, 3691004737, 1154483409, 1145065216, 1884159261, 3427877888, 1077244755, 806636596, 3489723392, 271582039, 71109633, 1081868560, 1087386485, 3243504839, 823997644, 1544308528, 1279024179, 335807500},
{1342207007, 29820116, 1103434032, 1883468996, 3489875904, 3148819, 286528511, 3224386560, 1153696531, 4059828492, 524241991, 4028369984, 872624897, 3272618224, 1140850975, 2080656496, 3472896112, 872633105, 1892729932, 13750288, 3225439236, 858862656, 1896971504, 1356056387, 69703, 487650048, 5193840, 24906800, 3506506956, 1880118321},
{822947852, 1421892883, 817889587, 3502506804, 1307838275, 52375580, 202181888, 805323828, 222233600, 1879097584, 3271841549, 3339015004, 4232058161, 292602624, 922760527, 3612817157, 806096960, 1882996851, 825230099, 125095164, 3224386832, 263443, 1942027328, 214762509, 16973840, 472920261, 53248, 1326451728, 808780748, 55628865},
{1929446656, 3224880445, 3495743600, 322961501, 201381841, 3235236864, 805662976, 809504000, 50331841, 290701439, 202162227, 1343422535, 3503296717, 1036780608, 5247172, 2101112839, 4199420, 4113566916, 233833731, 1091530829, 50338819, 268438540, 286051584, 1912537536, 856439875, 3288599795, 3221275084, 827331063, 3222227969, 1146929264},
{197703, 1935422208, 1131675840, 54644036, 889214723, 1192182833, 1145253888, 4043312451, 532956167, 1895887616, 1078778887, 806109461, 817901628, 1148194132, 50245, 4029677837, 3221537539, 1129068499, 1355815936, 79691856, 861077840, 2131521543, 3288452160, 473186304, 787472, 1195376700, 3221243727, 1105002524, 1140899869, 328128},
{270128, 2009924893, 1203965983, 72817667, 5096461, 3932356, 67109315, 3346871568, 812647363, 3289323505, 4030005709, 3742433491, 3558015168, 809549879, 265551935, 3493807412, 469826564, 873584387, 819147584, 823968049, 1077941488, 231541764, 13698509, 472956928, 72159300, 348127325, 1891632064, 268776212, 1880473664, 3338731824},
{1279267856, 4044640448, 806359344, 1606632448, 808518080, 268704976, 276758551, 1363488847, 16781181, 1024660676, 21460160, 1086397504, 359661760, 214024461, 869336068, 54801164, 3234083917, 4026646579, 1325625396, 348176, 3540049091, 1431310128, 4043386940, 3225632836, 29474829, 69026609, 2138247172, 55316673, 3274985487, 16719701},
{3436971788, 1894872340, 205287692, 54576140, 97320976, 2097426460, 4395824, 3457073, 2081165333, 50461764, 3295939776, 806568143, 274444, 4040186895, 50531776, 3222035761, 365104384, 318983171, 297824259, 1946226800, 80679025, 536081421, 19943632, 1155514416, 1362119763, 18153472, 218366932, 1012048, 3292273727, 808649679},
{213909708, 3225474053, 22835980, 1275855872, 117899468, 1280523264, 20381953, 1422917917, 4077128709, 122024052, 5259585, 292815872, 822374608, 51327168, 268685361, 5517324, 1074725184, 821056272, 114700, 269497359, 68209680, 1124349424, 1307594096, 927223105, 1879556097, 805647348, 251707393, 53478604, 1127432400, 472912640},
{213958724, 806160, 3305910273, 1951613151, 806154247, 862985676, 1879835392, 352784399, 55628033, 351732496, 3226517853, 3423468609, 118256647, 822096129, 1087436037, 256931075, 3271685396, 268437248, 390271172, 1547727104, 222302224, 482660352, 3221483968, 1606431765, 808452180, 54541616, 3435971389, 805306384, 218173891, 206624071},
{3440431939, 51393856, 88898589, 201339120, 3305964357, 22107073, 288363793, 3284980481, 4080058416, 3572501956, 1343309580, 1280523277, 3494065139, 1411199171, 80741329, 1425015088, 451, 1104965907, 3343844119, 4506643, 1194575637, 3242513156, 1075170544, 855915889, 876428737, 3489975575, 4243701, 85741360, 3233813265, 818156805},
{338755844, 826359821, 826742023, 29836480, 130089788, 18104769, 972, 80481283, 3235378176, 299320256, 807104, 3305197373, 1023230020, 57990159, 1173357888, 1879511040, 1069563216, 3242216768, 1006845388, 118479891, 5272324, 1052725, 1091514615, 271696132, 3229369295, 1959020400, 1569845, 214252549, 5242880, 1346387971},
{13700288, 3288596848, 201326864, 202622721, 1879360528, 1011642460, 3225224260, 3234005296, 1087468016, 3239967744, 17843023, 332752, 78659, 204476684, 3707781056, 297816145, 290964480, 285291719, 491980033, 1342242864, 289484800, 1089533715, 500961567, 1077151041, 3426795805, 3490464247, 1056967901, 285412352, 1079182365, 4046672652},
{527725328, 351277429, 125112321, 63111172, 873270273, 352781313, 334509827, 285416464, 4039117901, 53477379, 3570159836, 274190684, 285425409, 809833232, 202577740, 271630405, 470817795, 3339455500, 219152844, 273707015, 1074531536, 1125125139, 3289448467, 809244612, 821297175, 202117120, 74514709, 806375189, 3221303364, 123142481},
{3271784193, 266144768, 3237744388, 3272934404, 3222211644, 1092384588, 4093718540, 4026601724, 290458673, 254805824, 72151133, 877412668, 3310419968, 1158878228, 3489665009, 1053808, 358568156, 3589297412, 1312528, 273089996, 1341440817, 122441985, 1138493191, 1106259972, 1880884032, 806177872, 3221701633, 209186845, 201392337, 84676608},
{1607236852, 84090676, 335757361, 3277640451, 29707568, 1086344384, 4228190215, 806305796, 3541094269, 208784503, 1127482181, 364957445, 274736, 51384532, 130236428, 4034330624, 1276198960, 3477865411, 1360845, 1883308237, 51384688, 823132492, 206631695, 824116227, 855969100, 3236959488, 4042321932, 805327620, 3309588673, 1345527024},
{131134223, 222561024, 201637891, 1161572400, 3447702596, 1091633968, 202375228, 803852, 1295004700, 298124355, 1021168653, 3320844295, 3440117725, 3570402064, 68010240, 1276955845, 319553747, 3291484160, 3557622800, 890242304, 463872, 3272864524, 267399173, 1023496272, 280348, 67567616, 1010089984, 1548811345, 13648908, 351649808},
{251854896, 281018444, 1967918196, 264572172, 827311052, 15729904, 1295012161, 16842205, 491061447, 4198672, 521651456, 130810353, 222130180, 3507290437, 83690255, 131384261, 1142096204, 818090188, 3502260500, 289673488, 1950597187, 3753983239, 810568716, 268684671, 1086374111, 889245459, 927793200, 1191382209, 3225177921, 855656244},
{284968277, 868709315, 812995856, 3544384575, 4089446748, 3241607472, 74694672, 3493941005, 819184692, 834670653, 4245277, 68943891, 273680369, 217104384, 2110550044, 1287671104, 79746260, 67306243, 89394189, 365900117, 855966668, 1194341124, 2084573268, 3304281204, 4231348276, 3225473055, 856428544, 323273987, 56418053, 255267852},
{1138491456, 3426947020, 215035980, 4076929793, 67171076, 3237937927, 1930743236, 54533376, 4039906572, 892850372, 1007698128, 54526771, 1009865500, 1064569856, 3238838288, 1140851517, 3235071181, 88933139, 1346572124, 817974277, 2094035024, 3300967628, 4101209868, 63029324, 1010848831, 24330240, 17564687, 1076918021, 3506450929, 3937072},
{1411238912, 273692432, 282526156, 1357918464, 1074841361, 253691188, 117525571, 1074089987, 54332, 3430159615, 1547698445, 1080528, 3453869056, 1061215356, 3223142593, 805359615, 1287652109, 12861488, 857543152, 253690640, 499388659, 51433759, 3340759377, 1095028703, 218169715, 3221228609, 4210695, 4033988060, 3540189516, 16978129}
};
static const int W3[3][21] = {
{3318558772, 3234269123, 17241872, 1359204400, 2098230615, 471125767, 821096517, 281399636, 1145060400, 1078325332, 311299, 1086784256, 3473096716, 3490712848, 214237248, 3222290691, 3224392531, 1074073392, 348992307, 1074856384, 1006849116},
{874499347, 818729935, 4026610700, 51510512, 1427619904, 3167285, 3492809932, 52174640, 206508115, 1299382480, 299359284, 3489723155, 1354764052, 1081414404, 52383556, 4110627100, 251854860, 1057026048, 118298065, 3510387537, 338971661},
{268435456, 3149840, 3221286992, 281018560, 1086353472, 48, 1343225872, 3166448, 7352320, 4210704, 272646192, 13680656, 3195088, 4026544128, 818937904, 3222290624, 1076916272, 817950912, 16624, 284180480, 281067584}
};
static const int B1[2] = {
16711935, 4278190080
};
static const int B2[4] = {
16843008, 255, 65281, 1
};
static const int B3[30] = {
4294902017, 16777216, 16777473, 65281, 4278190080, 16711935, 16711169, 16777473, 65791, 4278256127, 4278125055, 16711937, 4278255872, 257, 65281, 16711680, 16777727, 4294967041, 16777474, 4278255616, 16843009, 4294967040, 65791, 33554178, 65793, 33489153, 16842753, 4278256127, 4278255617, 130816
};
static const int B4[21] = {
33752062, 3, 50397700, 67044349, 16712701, 4294902269, 4244440319, 67240962, 4261216765, 33620736, 33816829, 16973567, 4228054526, 50529023, 33357310, 4244635902, 4244570883, 4244832004, 4244374015, 33881853, 16777727
};
static const int B5[3] = {
150668551, 4177855749, 4261871616
};
#endif /* CNN_WEIGHTS_H */
inference_codes/lenet5_mnist/optimized/ibex_cnn_params.h
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#ifndef IBEX_CNN_PARAMS_H
#define IBEX_CNN_PARAMS_H
#define MV1 1616928864
#define MV2 1600085855
#define MV3 1381126738
#define MV4 1499027801
#define MV5 1094795585
#define SV1 1217471041
#define SV2 1217471041
#define SV3 1217471041
#define SV4 1217471041
#define SV5 1217471041
static const int SB1[2] = {
3, 3
};
static const int SB2[4] = {
3, 3, 3, 3
};
static const int SB3[30] = {
3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3
};
static const int SB4[21] = {
3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3
};
static const int SB5[3] = {
3, 3, 3
};
#endif /* IBEX_CNN_PARAMS_H */
inference_codes/lenet5_mnist/optimized/ibex_inputs.h
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inference_codes/lenet5_mnist/optimized/lenet5_mnist.bin
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BIN
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inference_codes/lenet5_mnist/optimized/lenet5_mnist.c
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#include "simple_system_common.h"
#include "cnn_weights.h"
#include "fully_connected_opt.h"
#include "ibex_cnn_params.h"
#include "ibex_inputs.h"
#include "conv2d_opt.h"
#define IMG_SZ 28
#define NUM_FIL0 1
#define FILTER1 5
#define FILTER2 5
#define NUM_FIL1 2
#define NUM_FIL2 4
#define STRIDE1 1
#define STRIDE2 1
#define PAD_TB1 2
#define PAD_LR1 2
#define PAD_TB2 0
#define PAD_LR2 0
#define POOL_STRIDE1 2
#define POOL_SIZE1 2
#define POOL_STRIDE2 2
#define POOL_SIZE2 2
#define DENSE_DIM1 30
#define DENSE_DIM2 21
#define OUT_DIM 3
#define SAMPLES 1
int outs[SAMPLES][OUT_DIM];
void lenet5_mnist() {
int dout1 = NUM_FIL1;
int hout1 = ((IMG_SZ - FILTER1 + 2 * PAD_TB1)/STRIDE1) + 1;
int wout1 = ((IMG_SZ - FILTER1 + 2 * PAD_LR1)/STRIDE1) + 1;
int dout2 = dout1;
int hout2 = hout1/POOL_STRIDE1;
int wout2 = wout1/POOL_STRIDE1;
int dout3 = NUM_FIL2;
int hout3 = ((hout2 - FILTER2+ 2 * PAD_TB2)/STRIDE2)+1;
int wout3 = ((wout2 - FILTER2+ 2 * PAD_LR2)/STRIDE2)+1;
int dout4 = dout3;
int hout4 = hout3/POOL_STRIDE2;
int wout4 = wout3/POOL_STRIDE2;
int flatten_dim = dout4 * hout4 * wout4;
int in[IMG_SZ][IMG_SZ][NUM_FIL0];
int inp_dim[3] = {IMG_SZ, IMG_SZ, NUM_FIL0};
int out1[hout1][wout1][dout1];
int pad_1[4] = {PAD_TB1, PAD_TB1, PAD_LR1, PAD_LR1};
int outp_dim1[3] = {hout1, wout1, dout1};
int f_dim1[4] = {NUM_FIL1, FILTER1, FILTER1, NUM_FIL0};
int out2[hout2][wout2][dout2];
int outp_dim2[3] = {hout2, wout2, dout2};
int out3[hout3][wout3][dout3];
int pad_3[4] = {PAD_TB2, PAD_TB2, PAD_LR2, PAD_LR2};
int outp_dim3[3] = {hout3, wout3, dout3};
int f_dim3[4] = {NUM_FIL2, FILTER2, FILTER2, NUM_FIL1};
int out4[hout4][wout4][dout4];
int outp_dim4[3] = {hout4, wout4, dout4};
int out5[flatten_dim];
int out6[DENSE_DIM1];
int out7[DENSE_DIM2];
int out[OUT_DIM];
for (int iter = 0; iter < SAMPLES; iter++){
for(int i = 0; i < IMG_SZ; i++){
for(int j = 0; j < IMG_SZ; j++){
for(int k = 0; k < NUM_FIL0; k++){
in[i][j][k] = input[i][j][k][iter];
}
}
}
pcount_enable(1);
conv2_2bits_1ch(inp_dim, f_dim1, outp_dim1, in, F1, B1, out1, STRIDE1, pad_1, SB1, MV1, SV1);
avgpool2_compressed(outp_dim1, outp_dim2, out1, out2, POOL_SIZE1, POOL_STRIDE1);
conv2_2bits(outp_dim2, f_dim3, outp_dim3, out2, F2, B2, out3, STRIDE2, pad_3, SB2, MV2, SV2);
avgpool2_compressed(outp_dim3, outp_dim4, out3, out4, POOL_SIZE2, POOL_STRIDE2);
flatten(outp_dim4, out4, out5);
mlp_layer_2bits(out5, out6, flatten_dim, DENSE_DIM1, W1, B3, SB3, MV3, SV3);
mlp_layer_2bits(out6, out7, DENSE_DIM1, DENSE_DIM2, W2, B4, SB4, MV4, SV4);
mlp_layer_2bits(out7, out, DENSE_DIM2, OUT_DIM, W3, B5, SB5, MV5, SV5);
puts("Output Layer Values:\n");
for(int i = 0; i < OUT_DIM; i++) {
puthex((out[i] & 0xFF000000) >> 24);
puts(" ");
puthex((out[i] & 0xFF0000) >> 16);
puts(" ");
puthex((out[i] & 0xFF00) >> 8);
puts(" ");
puthex(out[i] & 0xFF);
puts("\n");
}
}
}
int main(void) {
pcount_enable(0);
lenet5_mnist();
return 0;
}
inference_codes/lenet5_mnist/optimized/lenet5_mnist.d
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lenet5_mnist.o: lenet5_mnist.c \
/home/alexism/Desktop/Ibex_Items/ISA-extensions-for-Multi-Pumped-Soft-SIMD-Operations/inference_codes/common/simple_system_common.h \
/home/alexism/Desktop/Ibex_Items/ISA-extensions-for-Multi-Pumped-Soft-SIMD-Operations/inference_codes/common/simple_system_regs.h \
cnn_weights.h \
/home/alexism/Desktop/Ibex_Items/ISA-extensions-for-Multi-Pumped-Soft-SIMD-Operations/inference_codes/common/fully_connected_opt.h \
ibex_cnn_params.h ibex_inputs.h \
/home/alexism/Desktop/Ibex_Items/ISA-extensions-for-Multi-Pumped-Soft-SIMD-Operations/inference_codes/common/conv2d_opt.h
inference_codes/lenet5_mnist/optimized/lenet5_mnist.elf
Executable
BIN
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inference_codes/lenet5_mnist/optimized/lenet5_mnist.o
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inference_codes/lenet5_mnist/optimized/lenet5_mnist.vmem
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inference_codes/lenet5_mnist/original/Makefile
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# Copyright lowRISC contributors.
# Licensed under the Apache License, Version 2.0, see LICENSE for details.
# SPDX-License-Identifier: Apache-2.0
#
# Generate a baremetal application
# Name of the program $(PROGRAM).c will be added as a source file
PROGRAM = lenet5_mnist
PROGRAM_DIR := $(shell dirname $(realpath $(lastword $(MAKEFILE_LIST))))
# Any extra source files to include in the build. Use the upper case .S
# extension for assembly files
EXTRA_SRCS :=
include ${PROGRAM_DIR}/../../common/common.mk
inference_codes/lenet5_mnist/original/cnn_weights.h
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inference_codes/lenet5_mnist/original/ibex_cnn_params.h
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#ifndef IBEX_CNN_PARAMS_H
#define IBEX_CNN_PARAMS_H
#define MV1 96
#define MV2 95
#define MV3 82
#define MV4 89
#define MV5 65
#define SV1 9
#define SV2 9
#define SV3 9
#define SV4 9
#define SV5 9
#define SB1 0
#define SB2 0
#define SB3 0
#define SB4 0
#define SB5 0
#endif /* IBEX_CNN_PARAMS_H */
inference_codes/lenet5_mnist/original/ibex_inputs.h
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inference_codes/lenet5_mnist/original/lenet5_mnist.bin
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inference_codes/lenet5_mnist/original/lenet5_mnist.c
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#include "simple_system_common.h"
#include "cnn_weights.h"
#include "fully_connected.h"
#include "ibex_cnn_params.h"
#include "ibex_inputs.h"
#include "conv2d.h"
#define IMG_SZ 28
#define NUM_FIL0 1
#define FILTER1 5
#define FILTER2 5
#define NUM_FIL1 6
#define NUM_FIL2 16
#define STRIDE1 1
#define STRIDE2 1
#define PAD_TB1 2
#define PAD_LR1 2
#define PAD_TB2 0
#define PAD_LR2 0
#define POOL_STRIDE1 2
#define POOL_SIZE1 2
#define POOL_STRIDE2 2
#define POOL_SIZE2 2
#define DENSE_DIM1 120
#define DENSE_DIM2 84
#define OUT_DIM 10
#define SAMPLES 1
int outs[SAMPLES][OUT_DIM];
void lenet5_mnist() {
int dout1 = NUM_FIL1;
int hout1 = ((IMG_SZ - FILTER1 + 2 * PAD_TB1)/STRIDE1) + 1;
int wout1 = ((IMG_SZ - FILTER1 + 2 * PAD_LR1)/STRIDE1) + 1;
int dout2 = dout1;
int hout2 = hout1/POOL_STRIDE1;
int wout2 = wout1/POOL_STRIDE1;
int dout3 = NUM_FIL2;
int hout3 = ((hout2 - FILTER2+ 2 * PAD_TB2)/STRIDE2)+1;
int wout3 = ((wout2 - FILTER2+ 2 * PAD_LR2)/STRIDE2)+1;
int dout4 = dout3;
int hout4 = hout3/POOL_STRIDE2;
int wout4 = wout3/POOL_STRIDE2;
int flatten_dim = dout4 * hout4 * wout4;
int in[IMG_SZ][IMG_SZ][NUM_FIL0];
int inp_dim[3] = {IMG_SZ, IMG_SZ, NUM_FIL0};
int out1[hout1][wout1][dout1];
int pad_1[4] = {PAD_TB1, PAD_TB1, PAD_LR1, PAD_LR1};
int outp_dim1[3] = {hout1, wout1, dout1};
int f_dim1[4] = {NUM_FIL1, FILTER1, FILTER1, NUM_FIL0};
int out2[hout2][wout2][dout2];
int outp_dim2[3] = {hout2, wout2, dout2};
int out3[hout3][wout3][dout3];
int pad_3[4] = {PAD_TB2, PAD_TB2, PAD_LR2, PAD_LR2};
int outp_dim3[3] = {hout3, wout3, dout3};
int f_dim3[4] = {NUM_FIL2, FILTER2, FILTER2, NUM_FIL1};
int out4[hout4][wout4][dout4];
int outp_dim4[3] = {hout4, wout4, dout4};
int out5[flatten_dim];
int out6[DENSE_DIM1];
int out7[DENSE_DIM2];
int out[OUT_DIM];
for (int iter = 0; iter < SAMPLES; iter++){
for(int i = 0; i < IMG_SZ; i++){
for(int j = 0; j < IMG_SZ; j++){
for(int k = 0; k < NUM_FIL0; k++){
in[i][j][k] = input[i][j][k][iter];
}
}
}
pcount_enable(1);
conv2(inp_dim, f_dim1, outp_dim1, in, F1, B1, out1, STRIDE1, pad_1, SB1, MV1, SV1);
avgpool2(outp_dim1, outp_dim2, out1, out2, POOL_SIZE1, POOL_STRIDE1);
conv2(outp_dim2, f_dim3, outp_dim3, out2, F2, B2, out3, STRIDE2, pad_3, SB2, MV2, SV2);
avgpool2(outp_dim3, outp_dim4, out3, out4, POOL_SIZE2, POOL_STRIDE2);
flatten(outp_dim4, out4, out5);
mlp_layer(out5, out6, flatten_dim, DENSE_DIM1, W1, B3, SB3, MV3, SV3);
mlp_layer(out6, out7, DENSE_DIM1, DENSE_DIM2, W2, B4, SB4, MV4, SV4);
mlp_layer(out7, out, DENSE_DIM2, OUT_DIM, W3, B5, SB5, MV5, SV5);
pcount_enable(0);
puts("Output Layer Values:\n");
for(int i = 0; i < OUT_DIM; i++) {
puthex(out[i]);
puts("\n");
}
}
}
int main(void) {
pcount_enable(0);
lenet5_mnist();
return 0;
}
inference_codes/lenet5_mnist/original/lenet5_mnist.d
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lenet5_mnist.o: lenet5_mnist.c \
/home/alexism/Desktop/Ibex_Items/ISA-extensions-for-Multi-Pumped-Soft-SIMD-Operations/inference_codes/common/simple_system_common.h \
/home/alexism/Desktop/Ibex_Items/ISA-extensions-for-Multi-Pumped-Soft-SIMD-Operations/inference_codes/common/simple_system_regs.h \
cnn_weights.h \
/home/alexism/Desktop/Ibex_Items/ISA-extensions-for-Multi-Pumped-Soft-SIMD-Operations/inference_codes/common/fully_connected.h \
ibex_cnn_params.h ibex_inputs.h \
/home/alexism/Desktop/Ibex_Items/ISA-extensions-for-Multi-Pumped-Soft-SIMD-Operations/inference_codes/common/conv2d.h
inference_codes/lenet5_mnist/original/lenet5_mnist.elf
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inference_codes/lenet5_mnist/original/lenet5_mnist.vmem
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inference_codes/uci_fann_net/optimized/Makefile
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# Copyright lowRISC contributors.
# Licensed under the Apache License, Version 2.0, see LICENSE for details.
# SPDX-License-Identifier: Apache-2.0
#
# Generate a baremetal application
# Name of the program $(PROGRAM).c will be added as a source file
PROGRAM = uci_fann_net
PROGRAM_DIR := $(shell dirname $(realpath $(lastword $(MAKEFILE_LIST))))
# Any extra source files to include in the build. Use the upper case .S
# extension for assembly files
EXTRA_SRCS :=
include ${PROGRAM_DIR}/../../common/common.mk
inference_codes/uci_fann_net/optimized/ibex_inputs.h
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#ifndef MLP_INPUTS_H
#define MLP_INPUTS_H
static const int input[1][19] = {
{523662427, 1013651050, 689871224, 2286044796, 3181088286, 1513636718, 2257746352, 1199068429, 1729265552, 945313578, 1310679407, 2089172607, 1829261730, 1702765097, 1096028744, 1347065702, 1922839637, 946153075, 472794059}
};
#endif /* IBEX_MLP_INPUTS_H */
inference_codes/uci_fann_net/optimized/ibex_mlp_params.h
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#ifndef IBEX_MLP_PARAMS_H
#define IBEX_MLP_PARAMS_H
#define MV1 1212696648
#define MV2 1347440720
#define MV3 1077952576
#define MV4 1212696648
#define SV1 1217471041
#define SV2 1352745601
#define SV3 1217471041
#define SV4 1217471041
static const int SB1[75] = {
134217731, 3, 3, 3, 1048579, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 1048579, 3, 3, 3, 3, 3, 3, 3, 67, 134217731, 3, 3, 3, 67, 3, 8195, 3, 1048579, 1048643, 3, 3, 3, 3, 67, 3, 67, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 67, 3, 3, 3, 3, 67, 3, 1048579, 67, 3, 3, 3, 3, 3, 3, 3, 3
};
static const int SB2[50] = {
3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3
};
static const int SB3[25] = {
3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3
};
static const int SB4[3] = {
3, 3, 3
};
#endif /* IBEX_MLP_PARAMS_H */
inference_codes/uci_fann_net/optimized/mlp_weights.h
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#ifndef MLP_WEIGHTS_H
#define MLP_WEIGHTS_H
static const int W1[75][19] = {
{3145731, 1124122624, 3, 4243456, 1140867076, 1073741824, 16777280, 15728640, 1342177280, 0, 805306560, 67190832, 54525972, 4194304, 1140850689, 0, 202375168, 3288334592, 3238068224},
{487587840, 3073, 269484032, 0, 67109904, 0, 64, 48, 64, 50331648, 20972544, 268439552, 0, 28672, 0, 67108864, 4194304, 48, 0},
{16793600, 17408, 0, 4259840, 3271573504, 16, 1, 1048588, 65536, 4096, 768, 335544336, 3422552128, 65, 50397952, 268435456, 16845840, 0, 262144},
{3301179456, 12288, 4, 0, 268456128, 0, 0, 12845120, 1279262916, 1024, 4096, 67108864, 268435456, 205537372, 4194352, 268435456, 3149824, 4194304, 201326608},
{459008, 1090519040, 262144, 0, 268438544, 0, 4194304, 14090288, 0, 1024, 67113152, 5907, 0, 12, 268763137, 268435456, 81921, 0, 4194324},
{813432832, 4198400, 0, 4456512, 3288334336, 71303424, 16777216, 3932173, 269484032, 67110672, 1114112, 48, 0, 13, 3226533952, 50331904, 1088, 0, 4194308},
{4194304, 256, 4390976, 1024, 67108931, 67108928, 256, 4980796, 65536, 4096, 20480, 65600, 3145728, 1, 338691264, 1342177296, 17563648, 1, 12648519},
{65536, 269488900, 13373440, 0, 805306572, 1048576, 0, 64, 1041, 49408, 17669, 196609, 1073938432, 772, 17563648, 1073741824, 336789504, 83902464, 3493855280},
{0, 50331648, 983104, 67371008, 1275265091, 1048576, 4194304, 69652, 0, 1074819136, 16780736, 1, 262144, 16778241, 197632, 1024, 3221487616, 805306368, 1048832},
{201326592, 809500672, 17650432, 0, 1053, 71303168, 1040, 806617140, 1040, 805306372, 4194320, 4194304, 0, 68158212, 786432, 0, 0, 0, 12},
{192, 3221241920, 0, 0, 268435456, 0, 0, 16777216, 3145728, 16384, 196672, 289406992, 1048576, 16777216, 268435504, 269565952, 1073938432, 0, 1073746368},
{268435456, 16640, 268435456, 16384, 268435472, 0, 0, 112, 0, 0, 0, 318771201, 3221225472, 0, 268632064, 0, 20971520, 0, 4194304},
{3451978752, 67109120, 12648452, 4390912, 0, 4, 16777216, 67108867, 4669440, 1078199552, 805502988, 12583104, 4390924, 1140852480, 4194368, 201339136, 262144, 218106880, 12},
{805326852, 1077936128, 786432, 262144, 17826816, 71303168, 1073741824, 70254848, 0, 121634816, 1359872, 262400, 16777216, 772, 4233101312, 16842752, 268435712, 16, 240},
{896536580, 4194304, 12845056, 0, 4, 4194305, 16448, 24117580, 68157440, 16, 789568, 1048832, 16777216, 5120, 3221487616, 4194304, 1049600, 49344, 0},
{66256896, 1342181376, 268435456, 4198400, 1090519040, 16777473, 0, 3342597, 0, 268435460, 67371008, 1310720, 805306368, 262144, 3222290444, 29622272, 4194304, 0, 67896652},
{805306368, 12288, 12599297, 0, 0, 0, 16842752, 268, 1090584576, 1073742848, 3271562240, 12636372, 268436480, 28672, 4194368, 29360132, 3932160, 0, 4096},
{16187456, 1024, 458752, 0, 67128576, 201326864, 0, 1073758272, 268435456, 0, 67108864, 3, 0, 19456, 65600, 0, 1073745924, 67895296, 199},
{297795841, 1073741824, 12648448, 4195072, 269765633, 16384, 1, 3145804, 1048579, 0, 290864, 67567680, 4194304, 16640, 65553, 1073741824, 256, 3225485312, 278533},
{0, 52480, 983040, 0, 69904, 0, 272630016, 3145989, 1114112, 285229824, 805318656, 68, 192, 311297, 3072, 805306368, 0, 4112, 3},
{1, 16777472, 1, 272629760, 262400, 4456448, 4194356, 0, 4194304, 4194560, 49932, 0, 0, 1024, 3225485376, 0, 0, 64, 0},
{67371219, 50331904, 16384, 12583184, 3238002693, 0, 16777216, 4195103, 1048576, 1061888, 805568512, 7602176, 268435457, 268436243, 16400, 50331648, 201375744, 1090519040, 805306368},
{1073807616, 19456, 1280, 16777280, 3221226496, 0, 16, 4, 335544576, 4, 1060912, 3221225488, 67305472, 20481, 0, 3489677312, 5309696, 262160, 780},
{1090797568, 16781760, 1145044992, 65536, 806355761, 0, 0, 201588931, 1114112, 1048576, 67109696, 12582919, 12582912, 3271557120, 65792, 256, 50331649, 1073954817, 69},
{4241227792, 16793344, 19988480, 16384, 20976641, 16781568, 262144, 1154224147, 0, 1140850688, 4194316, 4194304, 0, 16, 3211264, 16777216, 1073745920, 0, 192},
{4456640, 268451840, 1076887552, 16, 50331904, 16777232, 0, 17039552, 16777216, 0, 1073746736, 1128529920, 0, 268500992, 51119872, 4194304, 67108864, 1114112, 1088},
{4194304, 16844032, 786432, 16777472, 1073741836, 12, 0, 4390912, 0, 16384, 805568528, 268435456, 1275068416, 256, 251658241, 64, 67108864, 1028, 327695},
{5242880, 262428, 0, 3238056192, 1140850688, 16777216, 16384, 71500817, 67109136, 16777473, 268435660, 1075577600, 0, 67108864, 262148, 51384320, 3221292032, 274433, 17104964},
{16384, 202396672, 786432, 17408, 1006632960, 65536, 65536, 19, 201326592, 80, 4456448, 1048768, 50528256, 20496, 0, 0, 1409289984, 67108864, 335544320},
{3574661120, 28736, 262144, 1073741824, 67108864, 268435456, 0, 4522307, 3145729, 201330688, 1073741824, 3225420816, 0, 0, 16777216, 272891904, 1275068416, 67108864, 805306565},
{805306368, 832, 0, 0, 4026548228, 4096, 4, 3149905, 1048576, 201326668, 0, 5243072, 21037056, 268435473, 12582912, 20971584, 197632, 65536, 1073742016},
{17629184, 50331648, 768, 458752, 84148416, 48, 0, 0, 68157440, 80, 1091567616, 71368960, 805306369, 4096, 29360144, 4262976, 203358209, 201326592, 16777409},
{17563648, 805306624, 65536, 4194560, 1074003968, 16387, 262144, 1065220, 16777216, 67108864, 3072, 13631507, 3145728, 195, 469762097, 469958656, 67126016, 3145728, 3305115712},
{16793600, 53297, 269484096, 0, 201326608, 12582912, 262208, 67108913, 1048576, 268435460, 12611584, 16777228, 1278296064, 4259840, 272, 1291845632, 67190784, 69632, 67371072},
{4194304, 1052672, 8129536, 0, 64, 3221291008, 66560, 4391120, 0, 268517456, 0, 458800, 4100, 49600, 855639068, 1073741824, 17563648, 16400, 816},
{0, 1027, 1, 0, 0, 17039360, 67108864, 262147, 16777216, 4, 196608, 0, 16777216, 3, 327680, 0, 262144, 0, 67371009},
{54525956, 1140850688, 196608, 1310720, 67108928, 1157627909, 1073742080, 1077937153, 68161536, 1052880, 3145984, 0, 67108864, 262144, 67108864, 0, 4096, 4, 3221225536},
{16384, 17579264, 80, 77825, 1409286144, 4096, 4, 17039409, 17629184, 65549, 5120, 1195380800, 1310720, 256, 1342242816, 16, 221249536, 262144, 68},
{218104832, 1342177280, 65536, 1048576, 1048577, 1073741828, 5242880, 1073741943, 5242880, 269484032, 13313, 4, 0, 67129648, 1114192, 67109120, 5248000, 805568512, 12316},
{282066944, 12544, 272, 0, 385875972, 268435520, 268435456, 65596, 1076887552, 16777472, 3221226496, 4194304, 0, 16777264, 335544320, 335544320, 221254400, 0, 4115},
{3145732, 285212672, 0, 4096, 49152, 268435460, 268435456, 3343360, 0, 272, 262912, 805502980, 1048576, 0, 67125248, 71303169, 4, 1064961, 268435504},
{201524225, 1074794496, 1048576, 67112961, 1066259, 1141112896, 0, 1073742133, 262144, 16388, 12582928, 1073758976, 1073807360, 4, 1, 49152, 67465216, 114688, 12},
{3489660929, 3145792, 3489660928, 1073741824, 469762048, 0, 262144, 786548, 0, 278592, 16777216, 268439568, 19988544, 1088, 285212864, 1346371584, 3408897, 268435456, 201326592},
{84934656, 16, 16, 4, 67108864, 83886080, 64, 1048640, 67108880, 12588032, 16384, 71304256, 67108864, 3136, 12648448, 1048576, 1024, 12599296, 50331649},
{202178560, 268435456, 65536, 335545344, 855638016, 4096, 12582913, 856080, 268440577, 0, 0, 1, 0, 268501008, 16973824, 201326592, 1051648, 0, 262144},
{1162084352, 3221226240, 0, 65536, 16780292, 218103808, 67108864, 15, 0, 1024, 4194560, 810549312, 17563648, 3222016028, 1090535424, 0, 0, 67175424, 67108916},
{0, 1073742848, 0, 0, 0, 1073741824, 1073741824, 1075053568, 3145728, 1073758208, 1346637824, 268439568, 1073741824, 12288, 469762052, 268436480, 262144, 192, 28},
{268435460, 15360, 12582912, 1073741824, 67108864, 0, 0, 4144, 0, 1073741824, 1024, 3145728, 268435456, 28, 192, 269484032, 787520, 1048576, 1076887744},
{4263936, 269533184, 16777217, 5120, 1090519104, 0, 64, 82116, 13632512, 3072, 327680, 16432, 1090781184, 1027, 1275068416, 1006633984, 67108864, 192, 1048576},
{0, 52224, 13697024, 3072, 83951893, 268435473, 0, 16499, 67108864, 4096, 117441280, 268632068, 16777216, 67108928, 67109632, 64, 803076, 3221225536, 209},
{67387393, 17408, 262144, 4243456, 4, 12, 4195329, 81920, 0, 50331651, 16777216, 201326592, 201326592, 278529, 16990208, 16384, 0, 64, 65},
{17104896, 4096, 268697600, 0, 805306385, 1049344, 268435456, 65548, 0, 1040, 196608, 0, 0, 4108, 67108864, 327729, 201326592, 67108864, 1},
{54525952, 1342177280, 7539712, 64, 16432, 4368, 4194304, 1076954309, 12, 4195072, 65536, 65728, 1048577, 268439569, 1024, 16859136, 4194304, 0, 1049856},
{1129316356, 79695104, 4100, 0, 0, 805306373, 0, 5177344, 79692032, 17104896, 12300, 67108931, 67108864, 4108, 67108876, 50336512, 17825792, 262145, 218103872},
{822083600, 0, 4980736, 1792, 4194304, 3221230608, 0, 19, 268500992, 268435472, 4259888, 4194304, 65543, 0, 1342243840, 1074016259, 3149824, 1086341124, 64},
{0, 268448772, 786432, 0, 469811217, 16778240, 0, 4194496, 268500992, 16781568, 48, 1052739, 0, 16777219, 4288, 1073741824, 64, 0, 262236},
{1342177284, 16777216, 1048640, 0, 335544388, 1024, 1073741825, 67108912, 12582928, 67109888, 768, 768, 0, 304, 71303168, 0, 0, 268435456, 50332496},
{787472, 0, 196608, 0, 3271819267, 4259840, 1024, 16389, 1280, 1073754112, 285219889, 268500992, 202375168, 21, 0, 201326592, 1950355456, 0, 3},
{72417292, 855638017, 1114112, 196608, 1073741844, 201326592, 0, 4456640, 805306369, 0, 1140854801, 0, 0, 49920, 4352, 1073742848, 196612, 4096, 16384},
{1074528304, 7168, 1073741824, 4096, 1879048192, 1024, 0, 4194304, 1052736, 16384, 1073759248, 278528, 805310464, 49152, 67109056, 4197380, 469762052, 0, 16384},
{256, 805322752, 0, 67178240, 3221225920, 0, 0, 200705, 7405568, 1073742592, 318816272, 1048592, 0, 1090535424, 3225419777, 0, 4194576, 48, 56528},
{808452100, 16859392, 0, 16384, 118489088, 67108868, 1074790400, 12583120, 67125248, 81984, 806354956, 960, 118751232, 262336, 50397248, 808452096, 1114112, 16, 4194304},
{808452288, 273678400, 12587264, 16384, 307, 16777216, 0, 3145744, 4096, 17825808, 805306368, 12291, 64, 268435456, 16, 0, 1073741824, 50331649, 1073742064},
{269484033, 16790272, 13631488, 83886080, 50332096, 4194304, 65537, 12582976, 1074020608, 4100, 3288596480, 0, 205520896, 1064960, 65, 281034753, 344320, 64, 4197388},
{3222011924, 268436224, 0, 290816, 67109056, 268435456, 1, 786496, 0, 1073741840, 805307392, 1073741825, 1073741872, 268435472, 0, 16777284, 196608, 1048576, 1073742272},
{1090584579, 1, 4194320, 1257728, 83886148, 1073741888, 1024, 271843328, 268435456, 0, 263473, 1090584640, 1073938432, 197568, 192, 67158016, 50335745, 20971520, 12583940},
{13713408, 278529, 1, 7602180, 80, 4195072, 16, 13697520, 4194304, 4201472, 3238002880, 14418125, 3238002688, 1036, 16784448, 0, 0, 16384, 16},
{13959216, 53264, 65536, 52224, 4194497, 0, 1024, 1310723, 1073938432, 0, 335740928, 68419649, 4194304, 805306368, 0, 16777216, 0, 268435471, 3221241857},
{67190784, 16640, 262144, 461824, 1145045764, 19, 256, 806354944, 67108880, 1, 272695361, 1049600, 79691776, 3221225484, 3145728, 0, 65600, 12582912, 68},
{285278272, 1024, 65616, 196608, 1073741900, 0, 16781312, 1114160, 3342336, 4194304, 3489923076, 1, 16778240, 1024, 268451840, 0, 3221225472, 285212672, 65},
{0, 67371008, 5242880, 1088, 1073741888, 0, 65536, 5308416, 1, 67108864, 1, 20496, 0, 4, 0, 4, 0, 16777264, 12599379},
{4100, 272658433, 196624, 0, 201326592, 4194304, 4194304, 851972, 196608, 0, 1, 268435504, 1, 18177, 219152452, 3221241856, 4194308, 4, 1310720},
{1078198272, 1073745152, 0, 3076, 68, 16, 16777216, 3, 0, 256, 65536, 1048592, 1074003968, 805568563, 16846080, 1074806784, 50331664, 256, 4},
{67305536, 49152, 262144, 266240, 17055744, 0, 67108864, 196608, 0, 0, 63176704, 0, 218169344, 0, 1073807616, 1275068428, 268435456, 0, 262144},
{5308416, 3073, 196672, 245824, 1073742867, 0, 0, 4259905, 196624, 262144, 17580033, 17, 1073741824, 67108869, 281018624, 1342177280, 16794368, 0, 3}
};
static const int W2[50][75] = {
{201375747, 16, 67159040, 16842752, 16777216, 4, 202113092, 268435468, 16794688, 802816, 68157440, 0, 17408, 1157906908, 256, 67371008, 97255425, 1073741828, 65536, 218104180, 1073754368, 50331648, 256, 4463616, 67121601, 16448, 196676, 0, 1078215680, 1074528256, 50593820, 4505600, 16793600, 16384, 4506373, 0, 1073741827, 65540, 83886080, 29412416, 49152, 201326660, 13370624, 268487680, 1036, 50380813, 18176, 49152, 3162880, 0, 0, 65804, 262912, 272679168, 4, 12582960, 65, 81920, 202572736, 4656128, 1073741828, 260, 4521984, 17580033, 268, 16842947, 67125248, 205520896, 327, 1024, 3, 1157693699, 0, 205522128, 0},
{115456, 3, 1090568192, 16777216, 0, 1073807360, 12635968, 205537475, 4194304, 196864, 12, 1086324737, 3, 448, 4261632, 4194304, 1074528256, 1073857280, 4, 71368769, 67108864, 49152, 1074069572, 4260035, 1090584768, 3271557185, 786757, 65, 4211136, 1292157696, 1090585664, 16780288, 62914816, 16640, 3225488384, 192, 76, 12632832, 16777216, 196672, 4194308, 257, 12795904, 0, 4276224, 4572099, 12779520, 49152, 4210688, 1103101959, 0, 0, 4259840, 262144, 192, 3288350976, 0, 802893, 50332864, 3221225728, 1090519360, 68677, 1078001728, 1140867332, 4194307, 262336, 3072, 0, 3221226240, 201326787, 3221225728, 16384, 0, 4194304, 16652},
{269484036, 240, 3221225472, 1073741824, 268436480, 1069056, 802828, 805306480, 0, 265216, 3422552128, 5242880, 268451840, 786432, 5120, 12, 268435456, 786448, 5243920, 1544571904, 0, 20480, 67108864, 4, 202133584, 3221225484, 49152, 0, 3221225472, 805306368, 807141452, 1006653440, 271581188, 1048576, 67108864, 1088, 4194352, 0, 16384, 272891904, 80, 1342439440, 4096, 19456, 7216, 786432, 49152, 16384, 1098752, 1275084864, 1264, 0, 1024, 12868688, 0, 4194320, 0, 204, 808514608, 808455168, 16, 16388, 0, 64, 1007701056, 269485056, 268436480, 1546649600, 70258880, 1342177328, 48, 1048624, 68, 1346110464, 16432},
{15732737, 851968, 3271560192, 3338669056, 4110437617, 12595200, 1279267076, 318767169, 49159, 4982528, 1114177, 0, 67108881, 872677392, 1342442560, 4, 859901184, 0, 120651776, 32571399, 0, 201605121, 262148, 218107085, 245760, 1359216688, 52, 202375168, 1, 55640065, 12779520, 1073741824, 17826816, 15728640, 16973876, 1, 0, 72960, 768, 67194116, 0, 65540, 66304, 272, 262400, 462080, 5248768, 256, 49984, 0, 80, 269, 462864, 1347421376, 0, 1291846400, 17629188, 775, 16781389, 1287651328, 4148166659, 16435, 70516736, 4259840, 67371073, 1077215233, 3221291072, 5247069, 5242944, 6029329, 1073741824, 50380800, 4194317, 193, 1088},
{1077949632, 265408, 12582912, 1073742848, 1073754112, 0, 995328, 115136, 4460812, 13631601, 3221225520, 16777232, 1073758208, 1073741872, 20993024, 196608, 1439499008, 16777233, 4195093, 3073, 1073741824, 3477078976, 17825792, 67108932, 4997120, 50331665, 786433, 50348032, 49152, 3, 65792, 4278206464, 196608, 256, 772, 48, 0, 999424, 4213764, 1073938432, 65553, 266241, 217088, 213909504, 464, 51118080, 12587008, 0, 69683, 218103812, 0, 1, 1049344, 1327104, 54526039, 50343941, 84, 268435661, 3221225520, 3840, 67305553, 278548, 16842752, 0, 1, 5243075, 1157840896, 1557069824, 62930947, 50331664, 1, 339820992, 196611, 232589168, 268},
{3221225536, 68, 1048576, 3422553088, 3221226736, 0, 340787212, 20560, 16, 4460560, 1078984704, 1, 3221228612, 3072, 12595200, 12, 811335680, 252, 201327668, 0, 0, 1153434692, 49152, 872415284, 12288, 1343230144, 48, 71303168, 802880, 1074021444, 12582928, 1395654724, 1323012, 0, 1140850736, 0, 16, 1064960, 3145792, 4457536, 0, 262144, 272904208, 1074795264, 837, 1342243840, 268713984, 50331648, 16, 268697600, 17408, 3146768, 12582912, 1074053120, 67109105, 1140854784, 4194304, 1048588, 1145323600, 1191182336, 805306864, 786481, 281804800, 262145, 202162176, 284950528, 809512976, 3239067652, 1146355776, 876871684, 1073741888, 3158096, 4, 60, 80},
{67895309, 1, 205520896, 1081344000, 53477392, 0, 1160786956, 1835252, 55578624, 0, 201326596, 268435456, 196, 2031681, 268436484, 268435456, 321990656, 0, 16388, 922763264, 0, 218116288, 16, 0, 3422552183, 1090519040, 70257920, 67108864, 3328, 3146757, 786756, 806371329, 4194320, 1073990656, 17838352, 4100, 67108864, 1078199552, 1048576, 809780224, 12582915, 884998160, 19930880, 16777216, 49152, 822882308, 4096, 205521920, 1140903940, 1031, 268435520, 1048576, 67108864, 1073743616, 64, 1076887555, 1140850704, 4108, 805376197, 29372416, 201326592, 3221241884, 12779520, 472907776, 262916, 1078132785, 318788608, 1124073476, 21053440, 67108928, 0, 268435457, 70270976, 67895344, 4097},
{17121280, 64, 3288334340, 88080384, 3238005761, 67174656, 55315456, 12582924, 1074070531, 0, 196608, 0, 3238002764, 29622336, 65792, 12649216, 3242197760, 67108869, 65536, 213991428, 3221225472, 1074003968, 0, 327681, 3238266112, 1073807552, 1330429952, 0, 262912, 5194560, 0, 251985987, 1073938688, 68928, 1124090052, 0, 0, 768, 16384, 802816, 0, 201327620, 4195584, 51121152, 323, 1124335628, 205718528, 205537280, 1073741891, 67108864, 0, 3072, 262144, 1124335616, 1, 1073741824, 4, 1283, 251658240, 1073807360, 67305668, 201342981, 262145, 88080645, 16640, 1073823808, 3242198016, 88277056, 1073957888, 4390976, 4194564, 16844096, 1073938444, 1024, 0},
{213779, 0, 1124074240, 809500672, 49152, 0, 16777216, 1073741840, 24117312, 1114368, 268435520, 1048576, 272, 196672, 0, 12288, 3225423872, 4096, 0, 3506438192, 0, 268439568, 256, 268439763, 3145984, 50397184, 196608, 256, 200720, 69632, 1073741936, 1124073536, 1060864, 13631552, 268452609, 16, 65536, 16384, 16, 4096, 16, 48, 0, 319815952, 0, 318771201, 1048576, 81920, 17152, 805306369, 4160, 4352, 29443, 0, 268436225, 269484800, 1048576, 0, 4395024, 1048576, 1048576, 0, 1124073472, 1074855936, 1073758224, 16777216, 1077248, 822083600, 0, 1049345, 0, 64, 1048576, 49219, 259},
{85935168, 48, 469778432, 285224960, 3224633344, 201327616, 1140851713, 67109125, 12587009, 3411968, 1077936132, 16, 4144, 3222278196, 54016, 256, 3490004992, 29916, 29557760, 3490648065, 0, 1895825475, 4096, 1065075, 286380036, 1879376080, 872418332, 192, 31811, 201344000, 13697041, 786496, 7412739, 4864, 52180176, 7, 1048577, 67383312, 4144, 17040384, 1052688, 192, 4198400, 1090782208, 53249, 1879846912, 4197376, 1024, 872464500, 3506438336, 112, 1024, 64057408, 67162140, 1048579, 1946157072, 53739520, 201329693, 1144025140, 1073742080, 474009792, 51118080, 1343226064, 3695448064, 1049604, 68437043, 3275800576, 3510632448, 7407424, 50331760, 262144, 112, 4259907, 16, 4097},
{1158692879, 13312, 4198400, 3288334592, 1090535441, 282067968, 1081082048, 805306416, 67114035, 4243460, 3145728, 3221225472, 1295, 262212, 1065984, 297844928, 3493003264, 0, 67108880, 84148224, 16777216, 262156, 4259840, 80, 3233809732, 3148805, 805355536, 1342194948, 281070604, 4210768, 3221225520, 3221291020, 786432, 1097728, 12632064, 0, 1358955715, 17429, 17892352, 4194304, 3407876, 83886080, 3226255360, 68, 262268, 64, 0, 3224387584, 53264, 50348100, 1073741824, 64, 12849152, 1075577856, 268436224, 201441280, 4195328, 262336, 206504000, 12288, 268435460, 268435664, 50331844, 87032128, 67109952, 70582339, 17580032, 84672576, 285230096, 335544320, 1077937152, 1342177283, 16384, 885199124, 1027},
{13828100, 64, 67109888, 7340032, 7, 268894224, 1074577424, 17825804, 1, 327984, 65549, 268435456, 3221225472, 14090353, 16777216, 196608, 3222077440, 1235, 0, 201552128, 50331648, 16793600, 268484608, 1065044, 318816256, 1073758464, 1879053267, 1073742016, 268439568, 3146049, 48, 64, 0, 1101824, 1064963, 0, 48, 4276480, 256, 4206848, 212992, 0, 4195072, 65792, 49921, 1091567677, 70656, 15360, 1086521344, 20971520, 1, 1048576, 1, 1073754112, 4, 1076887552, 1073741824, 3224441024, 1883262976, 196608, 318767104, 3489661203, 196608, 3228569600, 49, 0, 54538240, 806355201, 1078013952, 69697, 4243456, 67310337, 4206592, 806361027, 1090584577},
{805306384, 3145984, 17039360, 0, 1024, 12288, 12288, 201588736, 805306368, 1048576, 268435456, 0, 1024, 68157441, 0, 66609, 786432, 0, 4096, 16777217, 4, 256, 335544320, 4, 65540, 67109892, 67113216, 16777220, 67108880, 16, 789504, 286261248, 256, 1024, 335872000, 48, 0, 0, 67371008, 16777220, 3145728, 262144, 67108864, 268697600, 0, 0, 67109120, 335556608, 4, 201326640, 0, 262147, 67108864, 13328, 285212720, 65540, 4, 65537, 0, 67305472, 67108876, 268448768, 0, 3342592, 3145728, 0, 0, 1048576, 269496340, 805572608, 0, 271581196, 1048576, 262144, 16},
{12583104, 0, 49152, 0, 192, 12632256, 4194304, 3225419840, 0, 4210688, 0, 0, 0, 1086324736, 0, 12582912, 0, 0, 0, 1073741824, 0, 0, 0, 4, 3221225472, 0, 12582912, 0, 0, 1073741824, 1024, 0, 0, 3072, 49152, 0, 0, 0, 0, 0, 0, 1073741824, 0, 0, 64, 0, 0, 0, 0, 0, 64, 64, 1024, 0, 3221225664, 64, 0, 262144, 1073741824, 836608, 0, 0, 0, 0, 0, 12582912, 1024, 64, 0, 4194304, 0, 0, 1073741824, 1077985284, 0},
{70271052, 1048652, 1072128, 4026531840, 20528, 0, 1839152, 3288334364, 12288, 0, 202375184, 4194304, 92, 20, 1073741824, 0, 68157440, 20480, 4, 469811392, 805306368, 201609292, 805306368, 1073758272, 12582928, 1543503872, 12480, 1048576, 3148, 16, 12857348, 469762064, 67108928, 0, 1342181424, 16464, 192, 1310720, 0, 4195340, 1024, 269221936, 1111040, 4198404, 16, 201342976, 1048576, 0, 67121232, 4093640708, 0, 16448, 15991808, 0, 1073741876, 1343225872, 1074794496, 262144, 802816, 1544290304, 809513156, 1076937776, 3145728, 3289402368, 12894224, 281280576, 1097728, 3293319232, 1074794524, 4194368, 273678348, 805306368, 4194368, 802816, 12},
{97522160, 1049600, 54529024, 3225485568, 339811328, 1052676, 1078005760, 1141060432, 67, 4195328, 4194304, 50331648, 3221225485, 12779520, 0, 16777232, 344064, 344256, 67112960, 16778244, 0, 1124352269, 855638016, 13, 311313, 201605120, 1343226624, 448, 3404556, 860946432, 50544640, 3149888, 62208, 17629184, 218107904, 1, 67178560, 285480192, 65536, 1118208, 208, 17564416, 4259904, 1281, 64, 3148820, 13056, 1325470976, 1103102785, 68157440, 4, 213249, 1024, 5376, 1048576, 1091568400, 790532, 3221225475, 268464129, 4352, 4081057796, 1331, 12582912, 67109632, 266497, 1048588, 3226211328, 75235329, 204472591, 285212672, 67108912, 1048640, 4261132, 271584272, 1072},
{1089470469, 13631488, 810549504, 1125122048, 256, 0, 268697648, 3145729, 272646208, 0, 0, 0, 976, 1, 4100, 1280, 868220928, 1073743104, 1124073503, 4976, 16384, 3309508037, 4194304, 4112, 4031528720, 67113984, 338767872, 4144, 3158272, 823133456, 805306383, 67108868, 1376260, 274432, 3573547264, 0, 268435456, 16781312, 16384, 1024, 16777228, 12, 67111936, 266256, 4206608, 83886352, 68419584, 890241024, 3174400, 1310736, 80, 267280, 196609, 192, 64, 353370112, 268435520, 12289, 352388548, 262400, 805306383, 3224372032, 805306368, 1056965632, 768, 272634309, 1114112, 1342509072, 88346628, 272, 1343291392, 12481, 269811905, 268698624, 65536},
{29360896, 1048659, 1097728, 806355712, 822088448, 256, 268484608, 268435456, 81, 1064960, 64, 64, 19, 3223552, 1342226432, 1, 809566208, 816, 16777216, 1073758512, 0, 3, 1048576, 3543138499, 809578496, 50331648, 65600, 4194304, 4194304, 1074794512, 1073741905, 1073754368, 1048579, 12596033, 53477376, 16, 64, 0, 0, 805306368, 4096, 16777217, 1074790720, 0, 28736, 0, 1048576, 5242880, 321912832, 1090535424, 4176, 16, 114752, 48, 271581376, 269484032, 268435456, 806420544, 318963712, 4391168, 0, 3211312, 3211265, 0, 809566481, 3, 806359296, 289406995, 51384320, 1048576, 268435456, 64, 1342181376, 1078182081, 268439616},
{822083600, 268435456, 1, 0, 16777216, 16789504, 855846928, 0, 4112, 0, 0, 0, 16777472, 16842752, 17838384, 1048576, 16777216, 16777216, 4097, 805371905, 0, 0, 16777217, 1118211, 1114112, 0, 50336001, 256, 4096, 0, 65536, 12288, 1245184, 256, 50397184, 256, 0, 0, 65537, 3158016, 3145728, 805306368, 256, 0, 65536, 268436272, 256, 0, 0, 16777216, 268435712, 1049344, 16846848, 0, 268435457, 3149824, 0, 17826049, 4352, 1060864, 16777217, 65537, 65536, 19927296, 12288, 805306368, 0, 16777216, 1049344, 200960, 256, 4371, 0, 196656, 0},
{1094991888, 331008, 268436480, 66560, 1073743172, 1065984, 66560, 219152496, 1069068, 3342336, 3222011904, 0, 1073741824, 1048640, 1061632, 1073746240, 67895296, 4194304, 1073741824, 1275330576, 16, 4210944, 50348032, 4, 335545408, 68608, 1167360, 67125268, 12632067, 7340032, 12364, 469778688, 1073741828, 4097, 68161795, 5184, 4210961, 4222976, 266240, 1076903936, 4194368, 16777216, 16781312, 201392448, 4351, 3489660992, 1409290240, 268452096, 1075299329, 205521216, 0, 304, 1146110208, 17412, 4096, 4198404, 16797952, 268502032, 49152, 13844736, 66368, 278724, 64, 3211328, 272658688, 88080641, 94208, 1304428592, 79704080, 1073811456, 4288, 4456640, 4, 1892417537, 208},
{1547698176, 279349, 1275068672, 1310720, 1392508944, 4194304, 13041664, 53489667, 272632832, 12648448, 805306372, 0, 3316, 4980752, 1048576, 4194307, 1073939200, 202424320, 4096, 50331648, 0, 822084353, 16777984, 83952641, 4217859, 67108864, 67121408, 271646720, 115968, 16827392, 4980800, 872438785, 0, 268447744, 3238006784, 272, 0, 268436481, 0, 251659312, 4096, 50397184, 16, 262912, 240, 3, 262144, 768, 268447745, 1342177280, 12548, 65728, 64, 0, 272629836, 3222274048, 327692, 17842177, 3458308, 70271744, 201326656, 786444, 67108864, 1074200576, 1073763079, 6226944, 213909504, 318832896, 268440321, 281018560, 67108865, 5242885, 1024, 66060368, 5},
{71565324, 327709, 65600, 872484864, 1996492912, 1078146048, 1061952, 809503761, 3145744, 1117236, 281018368, 16, 18176, 1074003969, 490942464, 200704, 1203834880, 1077940336, 3604480, 1128726784, 50331700, 486539520, 16384, 200960, 30512, 486546752, 23616, 16789504, 4112, 469811665, 0, 469763089, 806355716, 4456449, 49159, 52, 4206592, 49152, 256, 62981136, 458756, 4, 268500992, 202441728, 18193, 272629760, 855040, 268435456, 4194497, 805568516, 1, 5, 3604481, 3222025031, 48, 285474880, 0, 1074003984, 17636368, 1048576, 50331648, 1195376707, 271777847, 62930944, 1216, 7536641, 868220944, 807141636, 1836060, 68222976, 65536, 279313, 16827652, 4194359, 65565},
{53542913, 268435456, 256, 0, 0, 0, 12304, 1048624, 196608, 1052720, 16777216, 16, 1, 268435456, 268435456, 0, 208896, 0, 0, 50331648, 268439552, 16973872, 268439568, 16777216, 822083632, 16777235, 256, 1, 1048577, 268435456, 3, 806354992, 0, 4096, 0, 0, 0, 768, 0, 3158032, 0, 16, 0, 0, 12544, 16777219, 4096, 822083584, 4096, 0, 19, 1048576, 12288, 1048576, 16777216, 3145776, 3, 268435456, 49, 768, 268435456, 769, 0, 0, 0, 1, 0, 50331648, 1, 256, 0, 0, 3145728, 48, 0},
{0, 0, 68157440, 67108864, 0, 805568512, 786432, 12, 268447744, 3146752, 0, 0, 12, 67371036, 0, 67371008, 68943872, 0, 268435456, 0, 67108868, 0, 805306368, 0, 68420624, 0, 268435460, 4, 48, 1051648, 0, 3145744, 269484032, 0, 4, 0, 1048592, 0, 0, 1051648, 262144, 268435460, 269222912, 4112, 13312, 3072, 1024, 1055744, 201327628, 16, 0, 262144, 0, 266240, 1048580, 202375168, 0, 67108864, 469774348, 262144, 67108868, 266292, 0, 786436, 4096, 268435456, 873205760, 0, 0, 269222912, 48, 806355980, 0, 12292, 0},
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};
static const int W3[25][50] = {
{1073741824, 1073741888, 1101824, 4026548432, 1090519105, 3237003264, 4243904, 16793665, 13631488, 4243456, 256, 3221229569, 65792, 805306368, 12582912, 3222356161, 12632320, 12582913, 1, 1, 285212672, 1089474801, 1, 0, 16777488, 16826576, 0, 12653008, 16777216, 4030726144, 4096, 16640, 16640, 825278464, 4210688, 256, 12288, 16777280, 805310720, 3224371200, 12582912, 64, 16826448, 1073803265, 16, 289407296, 4272128, 53248, 12582912, 3242278912},
{0, 201326604, 197888, 265217, 12, 16777472, 4, 15, 0, 67895296, 67108864, 4, 327936, 0, 16843520, 16777984, 262400, 262147, 0, 4, 1281, 327684, 0, 0, 16777216, 66560, 4, 4, 3072, 0, 0, 768, 0, 17106176, 68608, 0, 0, 0, 67108864, 1, 0, 262400, 3, 201393408, 12, 0, 16777217, 16842764, 769, 3072},
{4, 0, 274432, 0, 0, 201326592, 1024, 0, 4, 1048592, 1024, 48, 0, 67108864, 0, 4, 262144, 3145728, 786448, 0, 268447744, 4144, 0, 0, 0, 12288, 12, 4096, 470810624, 0, 4096, 0, 16, 786432, 0, 0, 12288, 268436484, 201326592, 0, 67108864, 1040, 335544324, 3158032, 1048576, 67108864, 262156, 3148816, 0, 1048576},
{0, 0, 0, 0, 0, 3271557120, 0, 16448, 0, 0, 16448, 0, 196608, 67108864, 16384, 16384, 0, 64, 0, 1073741888, 1077985280, 196867, 3, 0, 3221225472, 49152, 0, 16384, 0, 0, 0, 67108864, 0, 12632064, 1048576, 4194304, 0, 0, 65536, 3221225472, 0, 12582912, 64, 12632064, 0, 0, 0, 12582912, 12599296, 0},
{117440513, 50331648, 16777216, 0, 0, 0, 1310723, 0, 0, 304, 262144, 1792, 200704, 0, 65536, 80945, 0, 12, 262147, 4096, 4, 262400, 196608, 786432, 4096, 268435456, 7, 65793, 117510144, 0, 0, 0, 805309696, 208896, 1245184, 1024, 768, 0, 65536, 196608, 851968, 68616209, 285212673, 50331651, 196864, 0, 23, 50331648, 0, 1792},
{1073758209, 1073742080, 0, 298856448, 81968, 298848256, 289407248, 64, 0, 285216960, 3493855232, 272630033, 81936, 3221225472, 269484032, 268550144, 4112, 1114112, 0, 81920, 1074794496, 1048784, 0, 28672, 16384, 1077940224, 16641, 16777216, 1073741824, 271581184, 16384, 1073741824, 16789616, 1052928, 289419280, 65536, 53248, 822083633, 3145729, 17, 49168, 1090535488, 805306480, 1048576, 320, 268451888, 272695296, 1073745969, 0, 272658688},
{268484608, 318771411, 23808, 1073795196, 348, 16656, 28672, 67162131, 4194316, 1245655, 1275134016, 1073741824, 1310720, 1073741824, 3145728, 892, 268502272, 5308624, 1048576, 262144, 3221241856, 64, 52, 4096, 1090519040, 13647872, 5392, 3162160, 268697600, 51118080, 268435456, 4864, 12633024, 0, 49920, 196608, 5120, 50331664, 3271557120, 1073741888, 289406976, 268435456, 1073758464, 269484224, 13648129, 1073742019, 0, 787472, 0, 16777216},
{16777216, 16777216, 768, 3, 1028, 202179328, 0, 4, 196608, 65548, 50331648, 0, 0, 0, 1024, 262403, 0, 196608, 0, 65536, 0, 787456, 0, 0, 256, 67174400, 257, 263171, 1024, 17039360, 1024, 67108864, 201392385, 68608, 66560, 67174400, 3328, 0, 218365952, 0, 0, 1792, 67108868, 1, 1024, 117440513, 0, 260, 0, 50331648},
{12583168, 1073741888, 4194304, 12, 0, 3145728, 262337, 64, 16777283, 21037873, 51380224, 1380352, 0, 50331648, 0, 806105088, 196608, 0, 1114112, 69632, 49152, 1354760384, 262172, 16640, 17408, 1409287116, 192, 1074528271, 1024, 3221225472, 67108864, 0, 65792, 32571392, 0, 268435456, 4, 1074004036, 873463808, 0, 1073950723, 79691776, 268435456, 67371201, 4112, 4096, 4195072, 70254596, 12582912, 17408},
{1048576, 0, 335544320, 1073741836, 48, 1279262720, 1409302528, 1073741824, 1073741824, 21504, 1342177280, 268435520, 12582912, 1073741824, 202114048, 1078215680, 72613888, 5242944, 0, 268435520, 16432, 3937344, 60, 5242880, 1006632976, 3221245952, 49152, 12584020, 4026531840, 1073741824, 268435456, 1048576, 335544320, 3932160, 3158016, 3145728, 1024, 16384, 805306432, 268435536, 1327168, 3145728, 16384, 3145776, 16, 268435456, 0, 205520896, 5184, 268435456},
{4194304, 256, 1086324736, 1073741824, 0, 1124270080, 12648448, 1, 4194304, 50397248, 1073741824, 0, 196608, 0, 256, 320, 4195072, 0, 1, 16777216, 16794368, 4194304, 3, 0, 0, 3221225472, 0, 196608, 49152, 0, 0, 4259840, 49344, 196608, 0, 0, 0, 65537, 16384, 1124073536, 0, 196800, 16777409, 3221226240, 1, 0, 16384, 769, 1073938688, 49408},
{16384, 64, 53248, 268435664, 0, 268439552, 49168, 0, 1048576, 268435456, 0, 0, 4198400, 3489660928, 269484032, 3221225664, 12582912, 12582912, 4194304, 0, 0, 1048592, 64, 0, 268435456, 5292032, 16384, 0, 16384, 1048576, 0, 12288, 4210688, 269533184, 4194320, 4194320, 0, 0, 268435456, 0, 12632064, 5246976, 49152, 1052736, 4194304, 0, 80, 269500416, 0, 16384},
{4, 1024, 67371008, 789524, 52, 790528, 16, 268435460, 4, 3145788, 67108864, 268435472, 786432, 805306368, 269484032, 268435476, 1048592, 0, 0, 786432, 1048588, 67896320, 16, 0, 0, 4112, 12, 68158480, 12288, 0, 0, 0, 0, 790528, 67121152, 786432, 3072, 805306368, 805306368, 268435456, 16, 3933184, 0, 12, 4, 67108864, 1024, 4096, 0, 268435456},
{805335296, 272, 5242880, 67108876, 81969, 3221225473, 74514432, 320, 4, 1050560, 0, 7406020, 65536, 67108864, 0, 68354048, 17039363, 12582928, 3211265, 16400, 832, 4100, 3145804, 1327104, 16384, 1073741840, 65, 1073758212, 1896873984, 3291545600, 16384, 1073741824, 50336768, 12582912, 81920, 1064960, 0, 49201, 5242880, 12582912, 1049600, 16777296, 64, 1076900108, 16448, 67108865, 1, 1879064576, 4, 269499392},
{0, 268435456, 256, 48, 16, 4194304, 1073741824, 1, 0, 805306371, 0, 817950787, 16384, 1342177280, 812646400, 805311280, 7340032, 272629776, 1, 1073742144, 3162112, 64, 193, 4390912, 0, 16777264, 256, 297795696, 3221229568, 62980096, 61696, 4194304, 1879048208, 16384, 4112, 80, 769, 16384, 268435456, 1077936128, 832, 0, 16793600, 268452032, 1061120, 1073741824, 16400, 1060864, 3145792, 805376256},
{12288, 805307392, 262144, 1, 67108913, 471597056, 3145756, 268435504, 0, 271847427, 4, 268435472, 1024, 0, 1024, 12289, 67112976, 4, 0, 0, 3072, 1061120, 262160, 1048576, 16, 805306368, 0, 0, 201338880, 204537856, 0, 805306368, 1024, 269225984, 0, 0, 4864, 67112960, 0, 16, 67112960, 4, 304, 12, 48, 0, 4096, 1114112, 0, 0},
{768, 50331648, 65792, 1073741893, 1090519040, 1140850688, 1094713600, 16793664, 262220, 1077936204, 16777216, 4456460, 1024, 50331904, 1077939456, 1073810509, 1073742852, 64, 0, 21430592, 4260931, 67371008, 4, 851968, 1140850688, 1073941760, 16448, 16397, 50331712, 1074200576, 0, 789504, 218103808, 50793472, 196608, 0, 16384, 16384, 1124090944, 786496, 852033, 279552, 1073741825, 1077936132, 475137, 1090519360, 16780295, 4194304, 265472, 16384},
{0, 67108868, 68608, 3146752, 16780304, 251920385, 1051648, 0, 196656, 274436, 806354944, 1048624, 0, 50331648, 3342592, 1328, 786432, 5, 0, 262144, 16777216, 268632064, 16, 4096, 0, 12288, 0, 268439600, 262144, 0, 0, 16777472, 805307668, 208896, 1027, 67371008, 1024, 67121153, 67108865, 808452096, 48, 268438544, 12292, 798740, 265228, 1074003973, 12288, 196612, 48, 805568512},
{4, 1, 262144, 269484035, 67109895, 4194304, 784, 1342177287, 268435456, 20481, 0, 12632156, 12582912, 0, 4194304, 268456000, 256, 1835008, 65536, 328704, 266240, 786432, 241, 4195328, 1024, 0, 1024, 196611, 1027, 1073938432, 49152, 67112960, 268501248, 22810624, 0, 0, 23552, 20975620, 19922944, 272629824, 4214848, 67108916, 872415236, 12, 799744, 50331648, 16385, 1835008, 4416, 17039360},
{1191198784, 1342177344, 269234176, 3221229761, 1073741904, 3233869824, 3221225712, 3221225536, 1103101956, 5292048, 805310720, 4026793984, 196608, 67108864, 12582912, 3234594816, 12583104, 15728656, 80, 269484032, 1073791027, 272040384, 458752, 4096, 3221225472, 68206784, 64, 67174849, 1073764096, 4194304, 256, 4096, 218107920, 50839552, 3221491716, 273678336, 0, 1342685248, 71303168, 4026532032, 1073741824, 196608, 49229, 805778432, 311296, 16777296, 0, 3407940, 12586240, 16859136},
{1024, 335544516, 278528, 809238528, 67108932, 16515072, 274432, 1028, 0, 262384, 805307392, 810827824, 1048576, 805306368, 1076887552, 48, 3145728, 3932352, 0, 262144, 3076, 48, 16, 1024, 268435456, 1140866048, 5136, 67108912, 1409287168, 1010827264, 20480, 1144008704, 1006944448, 13384704, 0, 79691776, 3120, 64, 3222278144, 3145776, 12288, 335806532, 1409298436, 1073741840, 1092, 17412, 67383296, 1409286148, 1024, 1310720},
{0, 0, 0, 0, 64, 0, 0, 64, 0, 4390915, 0, 0, 0, 0, 0, 1, 0, 0, 0, 4194304, 0, 1073741824, 4194304, 16384, 0, 1073741824, 0, 0, 0, 0, 16384, 49152, 768, 0, 0, 0, 0, 0, 0, 0, 1073741824, 0, 64, 0, 196608, 4194304, 0, 1073741824, 16384, 4194304},
{262144, 3221225472, 12599296, 114755, 67108864, 1073741824, 0, 0, 4194304, 1086324737, 1073741824, 16777217, 786432, 16777216, 1073741824, 17088836, 16777280, 65540, 4194304, 67108864, 67108928, 786496, 76, 0, 1275068416, 16452, 0, 458756, 201326592, 16973824, 768, 65536, 50368, 202129664, 0, 12582912, 3328, 16777216, 218300416, 1, 262144, 0, 50348231, 3075, 768, 0, 268, 1073742016, 1024, 79691776},
{49153, 256, 12709888, 1124274224, 16842944, 4403200, 12582912, 805306816, 48, 64, 4352, 0, 196608, 1879048192, 808456448, 805310464, 3, 1073741825, 17, 0, 268464128, 7585859, 51, 4096, 855638016, 3221237760, 16, 16777217, 49152, 1124073472, 4352, 4096, 1073741824, 54722560, 0, 64, 16384, 4194512, 50331648, 1933574208, 0, 3391680, 0, 12288, 4243649, 16777217, 12582915, 858783745, 3346688, 1097728},
{16826432, 268435728, 0, 1077936176, 1048592, 196608, 1073758208, 1073746112, 64, 1077248, 0, 1073741888, 0, 1073741824, 7340032, 4214848, 1077936128, 4194320, 1048592, 0, 0, 67, 192, 3145728, 4096, 1064963, 49152, 288555072, 3489665280, 1086324736, 268484608, 4214784, 1073741824, 4407296, 1073741888, 285409280, 17152, 1064977, 50331712, 1078984768, 4194368, 268435712, 3221241856, 286261443, 196609, 1073741825, 81920, 16789713, 3145792, 0}
};
static const int W4[3][25] = {
{4026531840, 52995, 3072, 0, 28, 983040, 53477379, 192, 1074016452, 202116352, 50331761, 4093837312, 16384, 1051696, 217055232, 999424, 1804, 12845057, 214695936, 4026544913, 13041664, 0, 3271564556, 12648513, 204472384},
{3272540160, 3072, 15729408, 4026531840, 3162115, 806158336, 251724032, 13296, 3158017, 786432, 469762099, 3221225472, 787200, 817889280, 80150576, 1847299, 15, 246256, 269496321, 3287286787, 1942958080, 805306368, 1275072260, 284360755, 64},
{4026531888, 48, 3145728, 49152, 0, 192, 3221225472, 0, 0, 0, 0, 15728640, 0, 0, 0, 3145728, 4026531840, 12582912, 0, 0, 805306368, 3221225472, 0, 0, 3221225472}
};
static const int B1[75] = {
1127830977, 3530821403, 2864905316, 2338151820, 1296108130, 4283705172, 3267932920, 2766539957, 1694650219, 3855321897, 1037155768, 1328385806, 104732221, 2865322762, 2658118583, 1414009802, 3811660801, 4276255615, 801111329, 1743286164, 3693592756, 2983066942, 3585756414, 1623914048, 1185499844, 3138703210, 1205075921, 2127755769, 2994150211, 4249167670, 468664515, 2434539645, 138484048, 2806423107, 1769956698, 2830568982, 1331226297, 3322046605, 699231810, 729127899, 637408587, 3316577183, 3312357455, 1061796196, 1584011664, 1350186998, 2857590433, 3127798722, 1908786087, 989374525, 1253453758, 2990031532, 1915372568, 954046569, 1527303514, 1073496805, 4010088481, 3878823376, 3408216389, 3603224764, 1380072503, 3260664029, 2460782409, 1460670020, 815219671, 1027921007, 1112848449, 4054660689, 3264631283, 2719132743, 777502276, 3287806210, 822033788, 3468021794, 2787989612
};
static const int B2[50] = {
439956720, 3972679703, 3458422221, 823842787, 843984917, 624834111, 3907507975, 523368264, 3562803977, 305203235, 3947160898, 405616896, 3189168649, 4094772437, 3756861943, 81856011, 232139826, 4916012, 4008368399, 1355688438, 588322557, 1057819683, 3822775104, 264768979, 348927796, 3876799988, 382680096, 685446685, 624017714, 3873895922, 1310217455, 419445763, 807135937, 4074649056, 974983690, 3859088934, 3854887184, 4211932702, 3422706764, 3927830848, 670171363, 4229169207, 667104756, 235223018, 3520727078, 954810134, 1023687644, 856427529, 570243831, 1305554425
};
static const int B3[25] = {
4179888667, 101585905, 4228048157, 486542042, 84879589, 3928686904, 270081767, 3773228818, 368961028, 85656292, 487778578, 4057786651, 70419, 216597016, 299431200, 4160285192, 4294501416, 86971672, 4263781658, 333520393, 519182356, 3907128608, 251919083, 3992839674, 3911262227
};
static const int B4[3] = {
4027382290, 200603401, 4092985344
};
#endif /* MLP_WEIGHTS_H */
inference_codes/uci_fann_net/optimized/uci_fann_net.c
+57
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@@ -0,0 +1,57 @@
#include "simple_system_common.h"
#include "fully_connected_opt.h"
#include "ibex_mlp_params.h"
#include "mlp_weights.h"
#include "ibex_inputs.h"
#define IN_DIM 76
#define HIDDEN_DIM1 300
#define HIDDEN_DIM2 200
#define HIDDEN_DIM3 100
#define OUT_DIM 12
#define SAMPLES 1
int outs[SAMPLES][OUT_DIM >> 2];
void uci_fann_net() {
int inp[IN_DIM >> 2];
int y1[HIDDEN_DIM1 >> 2];
int y2[HIDDEN_DIM2 >> 2];
int y3[HIDDEN_DIM3 >> 2];
int out[OUT_DIM >> 2];
for (int iter = 0; iter < SAMPLES; iter ++){
for(int i = 0; i < IN_DIM >> 2; i++) inp[i] = input[iter][i];
pcount_enable(1);
mlp_layer_2bits(inp, y1, IN_DIM >> 2, HIDDEN_DIM1 >> 2, W1, B1, SB1, MV1, SV1);
mlp_layer_2bits(y1, y2, HIDDEN_DIM1 >> 2, HIDDEN_DIM2 >> 2, W2, B2, SB2, MV2, SV2);
mlp_layer_2bits(y2, y3, HIDDEN_DIM2 >> 2, HIDDEN_DIM3 >> 2, W3, B3, SB3, MV3, SV3);
mlp_layer_2bits(y3, out, HIDDEN_DIM3 >> 2, OUT_DIM >> 2, W4, B4, SB4, MV4, SV4);
pcount_enable(0);
puts("Output Layer Values:\n");
for(int i = 0; i < OUT_DIM >> 2; i++) {
puthex((out[i] & 0xFF000000) >> 24);
puts(" ");
puthex((out[i] & 0xFF0000) >> 16);
puts(" ");
puthex((out[i] & 0xFF00) >> 8);
puts(" ");
puthex(out[i] & 0xFF);
puts("\n");
}
}
}
int main(void) {
pcount_enable(0);
uci_fann_net();
return 0;
}
inference_codes/uci_fann_net/original/Makefile
+15
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@@ -0,0 +1,15 @@
# Copyright lowRISC contributors.
# Licensed under the Apache License, Version 2.0, see LICENSE for details.
# SPDX-License-Identifier: Apache-2.0
#
# Generate a baremetal application
# Name of the program $(PROGRAM).c will be added as a source file
PROGRAM = uci_fann_net
PROGRAM_DIR := $(shell dirname $(realpath $(lastword $(MAKEFILE_LIST))))
# Any extra source files to include in the build. Use the upper case .S
# extension for assembly files
EXTRA_SRCS :=
include ${PROGRAM_DIR}/../../common/common.mk
inference_codes/uci_fann_net/original/ibex_inputs.h
+8
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@@ -0,0 +1,8 @@
#ifndef MLP_INPUTS_H
#define MLP_INPUTS_H
static const int input[1][76] = {
{31, 54, 116, 91, 60, 107, 22, 106, 41, 30, 153, 120, 136, 66, 70, 124, 189, 155, 142, 30, 90, 56, 67, 110, 134, 146, 121, 176, 71, 120, 85, 13, 103, 18, 127, 144, 56, 88, 87, 42, 78, 31, 97, 111, 124, 134, 62, 127, 109, 8, 81, 162, 101, 126, 34, 41, 65, 84, 18, 72, 80, 74, 151, 102, 114, 156, 52, 85, 56, 101, 38, 115, 28, 46, 67, 203}
};
#endif /* IBEX_MLP_INPUTS_H */
inference_codes/uci_fann_net/original/ibex_mlp_params.h
+19
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@@ -0,0 +1,19 @@
#ifndef IBEX_MLP_PARAMS_H
#define IBEX_MLP_PARAMS_H
#define MV1 72
#define MV2 80
#define MV3 64
#define MV4 72
#define SV1 9
#define SV2 10
#define SV3 9
#define SV4 9
#define SB1 0
#define SB2 0
#define SB3 0
#define SB4 0
#endif /* IBEX_MLP_PARAMS_H */
inference_codes/uci_fann_net/original/mlp_weights.h
+643
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@@ -0,0 +1,643 @@
#ifndef MLP_WEIGHTS_H
#define MLP_WEIGHTS_H
static const int W1[300][76] = {
{0, 0, 0, 0, 1, 0, -1, 0, 0, 0, 0, 0, 0, 1, -1, 0, 1, 0, 1, 0, 1, 0, 0, 0, 0, 0, 0, 1, 0, -1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 1, 0, 0, 1, 0, 0, 0, 1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, -1, 0, 0, 0},
{0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0},
{0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0},
{0, 0, 0, -1, -1, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 1, 1, 0, 0},
{0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0},
{1, 1, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0},
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{0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0},
{0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 1, -1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 1, 0, 0, 0, 0},
{0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 1, 0, 0, 0, 0, 0, 0, 0, -1, 0, 1, 1, 0, 1, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1, 0, -1, 1, 0, 0, 0, 1, 0, 0, 0, 0, 1, 0, 1, 0, 0},
{1, 1, 0, 0, 0, 0, -1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0},
{0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 1, 1, 1, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, -1, -1},
{0, 0, 0, 1, 1, 0, -1, 0, 0, 0, 0, 0, 1, 0, 0, 0, -1, 0, 1, 0, 0, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 1, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0},
{-1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, -1},
{0, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0},
{0, -1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0},
{0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0},
{1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, -1, 0, 0, -1, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, -1, 0, 0},
{0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 1, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, -1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0},
{0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1},
{1, 1, 0, -1, 0, 0, 0, 1, 0, 0, 0, 0, 0, -1, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 0, 0, 0, -1, 0, 0, 0, -1, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0},
{0, -1, 1, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0, -1, 0, -1, 0, 1, 0, 0, 0, 1, 0, 0, -1, 0, 0, -1, 0, -1, 0, -1, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0},
{0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 1, 0, 1, 0, -1, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1},
{0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, -1, 0, -1, 0, 0, 0, 0, 0, 0, 1, -1, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0},
{0, 1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0},
{0, -1, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 1, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 1, 0},
{0, 1, 0, -1, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0},
{0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0},
{0, 1, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, -1, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 1},
{0, 0, 1, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, -1, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, -1, 0, 0, 0, 0, 0, 1},
{0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, -1, 1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0},
{1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 1, -1, 0, 1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1},
{0, 1, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, -1, 0, 0, 0, 0, -1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0},
{0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1},
{1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 1, 0, -1, 0, -1, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0},
{0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0},
{1, 1, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 1},
{0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 1, 1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 1, 1},
{0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 1},
{0, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0},
{0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, -1},
{0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1, -1, 0, 1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0},
{0, 0, 1, 0, 1, 0, -1, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0},
{0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, -1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 1, 0, 1, 0, 0},
{0, 0, 0, 0, 0, 0, 0, 1, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, -1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0},
{1, 1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0},
{0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, -1, 0, 0, -1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0},
{0, 1, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, -1, 1, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1},
{0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 1, 1, 1, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0},
{0, 0, 0, 1, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0},
{0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0},
{1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0},
{0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0},
{0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, -1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0},
{0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0},
{0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0},
{0, 1, 0, 0, 0, 0, 0, 1, 0, -1, 0, 0, 0, -1, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 1, 0, -1, 0, 0, 0, 0, 0, 0, 1, 0, 0, 1, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 1, 0, 0, 0, 0, 0, 1, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, -1}
};
static const int W2[200][300] = {
{0, 0, -1, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 1, 0, 1, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, -1, 0, 0, 1, 1, 0, 0, 0, 1, 0, 0, 0, 0, 1, 1, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 1, -1, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0, 1, -1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, -1, 1, 0, 0, -1, 0, 0, 0, 0, 1, 0, -1, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 1, 0, 0, 0, -1, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, -1, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 1, 0, 0, 1, 0, 0, 0, 0, -1, 0, 1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 1, 0, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, -1, 0, 0, 0, 0},
{0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0},
{-1, 0, 0, 0, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, -1, -1, 0, 1, 0, 0, 0, -1, 0, 0, 1, 0, 0, -1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 1, 1, 0, -1, 0, 0, 0, 0, 1, 1, 0, 0, 1, -1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, -1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, -1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 1, 1, 0, 0, -1, 0, 0, 0, 1, 0, -1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, -1, 0, 0, 1, 0, -1, 1, 0, 0, 0, -1, 0, 0, 0, 1, -1, 0, 0, 0, -1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 1, -1, 0, 0, 0, 0, 1, 0, 0, 0, 1, 0, 1, 0, 0, 0, -1, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 1, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 1, 0, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, -1, 0, 1, 0, 0, 0, 0, 0},
{0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0, 1, 0, 1, 0, 0, 0, 1, 0, -1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 1, 0, 0, 0, 0, 0, 0, 0, -1, 0, 1, 0, 0, 1, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 1, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, -1, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, -1, -1, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 1, 0, 0, 1, 0, 0, 1, 0, 0, 1, 0, 1, 1, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, -1, 0, 0, 0, 0, 0, 0, 0, -1, 1, 1, 1, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0},
{0, 0, -1, 0, 0, 0, 0, 0, 1, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, -1, -1, 1, 0, 1, 1, -1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 1, 0, 0, 0, 1, 0, 0, 1, 0, 0, 0, 1, 0, -1, 0, 0, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 0, -1, 0, 1, 0, 0, 1, 0, 1, 0, -1, 1, 0, 0, -1, -1, 0, 0, 1, 0, 0, 0, 1, 0, 0, 0, 1, 0, 1, 1, -1, 1, 0, -1, 0, 1, 0, 0, 1, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 1, 0, -1, 1, 0, 0, 0, 0, 0, -1, 0, 0, 0, 1, 0, -1, -1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0, -1, 1, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 1, -1, -1, 0, -1, 0, 0, 0, 0, -1, 0, 0, 1, 1, 0, 1, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, -1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, -1, -1, 0, 0, 0, 1, 0, 0, 1, 0, 0, 0, 1, 1, 1, 0, 1, 1, 0, 1, 0, 0, 1, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, -1, -1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1, 0},
{0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0},
{0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, -1, 1, 0, 0, 0, 0, 1, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, -1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 1, 0, 0, 0, 0, 1, 0, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1},
{0, 1, -1, 0, 0, 0, 0, -1, 1, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, -1, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, -1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, -1, 0, 0, 1, 0, 0, 1, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, -1, 0, 0, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 1, 0, -1, 1, 1, 0, 0, -1, 0, 0, 1, 0, 0, 1, 1, 0, 0, 0, 1, 0, 0, 1, 0, 1, 0, -1, 0, 1, 1, 0, 0, 1, 0, 0, 0, -1, 0, 1, 0, 0, 0, 1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 1, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, -1, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 1, -1, -1, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 1, -1, 0, 0, 0, 0, 0, 1, 0, 1, 0, 1, 0, 0, 1, 0, 1, 0, 1, 0, 0, 0, 0, 1, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, -1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0},
{0, 0, 0, 0, 0, 0, 0, -1, -1, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 1, 0, 1, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, -1, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 1, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 1, 0, 0, 0, -1, 0, 1, 0, 1, 1, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 1, 1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, -1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0, 1, 0},
{1, 1, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0, -1, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 1, 0, 1, 0, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, -1, 1, 0, 0, -1, 0, 1, 0, 1, -1, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 1, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, -1, -1, -1, -1, -1, -1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 1, 0, 0, 1, 1, 0, 0, 1, 0, 0, 0, 1, -1, 0, 0, 0, -1, 1, 0, 1, 0, 0, -1, 0, 0, 0, -1, 0, 1, 0, -1, 0, 0, 0, 0, 1, -1, 0, 0, 0, 0, 0, -1},
{0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, -1, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, -1, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 1, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 1, 0, -1, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 1, -1, -1, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, -1, -1, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, -1, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, -1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 1, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 1, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, -1, 0, 0, 0, 1, 0, 0, 0, 1, 0, -1, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, -1, 1, 0, 0, 0, 0, 0},
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{0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, -1, 0, -1, -1, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, -1, -1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, -1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, -1, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0},
{0, 1, 1, 0, 0, 0, -1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 1, 0, 0, 0, -1, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, -1, 1, 0, -1, 0, 0, 0, 0, 0, 0, 0, 1, 0, -1, 0, 0, 0, 0, -1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, -1, 0, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, -1, 0, -1, 0, 0, 1, 0, 0, 0, 0, 0, -1, 0, -1, 1, 0, -1, 1, 0, 0, 1, 1, 0, 1, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 1, 0, 1, -1, 0, 0, 0, 0, 0, 0, 0},
{0, 0, -1, 0, 0, -1, 0, 0, 1, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, -1, -1, 0, 0, 0, 1, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1, 0, -1, 0, 1, 1, 0, 0, 0, 0, 0, 1, -1, 0, 0, 1, 0, -1, 0, 1, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 1, 0, 1, 0, 0, 0, 0, 0, -1, -1, 0, 1, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, -1, 0, 0, 1, 0, 0, -1, 1, 0, -1, 0, -1, 1, 0, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, -1, 1, 0, 1, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0, -1, 1, 0, -1, 0, 0, 0, -1, 0, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, -1, 0, 0, 0, -1, 1, -1, 0, 1, -1, 0, 1, 0, 0, 0, 1, 0, 1, 0, 1, 0, 0, 0, 1, 0, 0, 0, 0, -1, 1, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 1, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0},
{0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0},
{0, 0, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0, -1, 0, 1, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 1, 1, 0, -1, 0, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 1, 0, 1, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, -1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 1, 1, 0, 1, 1, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 1, 0, 0, -1, 0, -1, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0},
{0, 0, 0, 0, 0, 0, 1, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, -1, 0, 0, 1, -1, 0, -1, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, -1, 0, 0, 0, 0, 0, 1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, -1, 1, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 1, 0, 0, -1, 0, 0, 0, 0, 0, -1, 0, 0, -1, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 1, -1, 1, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, -1, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, -1, 0, 0, 0, 1, 0, 0, 0, 0, 0, -1, 0, -1, 1, 0, 0, 0, 0, 1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 1, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, -1, 1, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 1, 0, 0, 0, 0},
{0, -1, 0, -1, 0, 1, 0, 1, -1, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0, 1, 0, 0, 0, 1, 1, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, -1, 0, 0, 0, 1, 1, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 1, 0, 0, 0, 1, 1, 0, 0, 0, -1, 1, 0, 0, -1, 0, 0, 0, 0, 0, 0, 1, 1, 0, 1, -1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 1, 0, 0, 0, 0, 1, 0, 0, 1, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 1, 1, -1, 0, 0, -1, 0, 1, 1, 0, 0, 0, 0, 0, 1, 0, -1, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0},
{1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, -1, 0, 0, 0, -1, 0, 0, -1, 0, -1, 1, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 1, 0, 0, -1, 0, -1, -1, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, -1, 0, 0, 0, 0, 1, 0, 0, 0, 1, 1, 0, 0, -1, 0, 0, 0, -1, 0, 0, 0, -1, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, -1, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 1, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 1, 0, -1, 1, 1, 0, 0, 0, -1, 1, 0, -1, 0, 0, 0, 1, 0, 0, 0, -1, -1, 0, -1, -1, 1, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, -1, 1, 0, 0, 0, 0, -1},
{0, 1, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 1, 1, 1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, -1, 0, 0, 0, 0, 1, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 1, -1, 0, 1, -1, 1, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 1, 0, 0, 0, 0, 0, -1, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 1, 0, 0, -1, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, -1, 0, 0, 0, 1, 0, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, -1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, -1, 0, 0, 1, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 1, 0, 0, 0, 0},
{0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 1, 0, -1, 0, -1, 0, -1, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, -1, 0, 0, 1, 0, 0, 0, -1, 0, 1, 0, 0, 0, 1, 0, 0, 1, 0, 0, 0, 0, -1, 0, 0, 0, 1, 0, 0, 0, 0, 1, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, -1, 0, 1, 0, 0, 1, 1, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, -1, 0, -1, 0, 1, 0, 0, 0, 0, -1, 1, -1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, -1, 1, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, -1, 1, 0, 0, 0, -1, 0, 0, 0, 0, 1, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 1, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, -1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0, -1, 0, -1, 0, 1, 0, 0, 0, 0, 0, 0},
{0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0}
};
static const int W3[100][200] = {
{1, 0, 0, 0, 1, 0, 0, 1, 0, 0, -1, 0, -1, 0, 1, -1, 1, 0, 0, 1, -1, -1, -1, 0, 0, 1, -1, -1, 0, 0, 1, 1, 0, -1, 0, 0, 0, 1, -1, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, -1, 0, 1, -1, 0, -1, -1, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, -1, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, -1, 0, 0, 0, 0, 0, -1, 0, -1, 0, 0, 0, 0, -1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0, 0, -1, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, -1, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 1, 0, 0, -1, 1, 1, 0, -1, 0, 0, 0, 0, 0, 0, 1, 0, 1, 0, 1, 0, 0, 0, 0, -1, 0, 0, -1, 0, 0, -1, 1, 1, 0},
{0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, -1, 0, 0, 1, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, -1, 1, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, -1, 0, 1, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, -1, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0, -1, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0},
{0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0},
{0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 1, 0, 1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 1, 0, 0, 1, 0, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0, 0, 0, 1, 0, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1, 0, 1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0},
{0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0},
{0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0},
{0, 0, 0, 0, -1, 0, 0, -1, 0, 0, 1, 0, 0, 1, -1, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, -1, 0, 0, 0, 0, 1, -1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 1, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, -1, 0, 1, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, -1, 0},
{0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 1, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0, 1, 1, -1, 0, 1, 0, -1, 0, 0, 0, 1, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 1, 1, 1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, -1, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 1, 1, 1, 0, 0, 0, 0, -1, 1, 0, 0, 0, 0},
{0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0},
{0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1, 0, -1, 0, 0, 0, 1, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 1, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0, -1, -1, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0},
{0, 0, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, -1, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 1, 0, 1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1, 0, -1, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0},
{0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0},
{0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1, 0, 0, 1, 1, 1, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, -1, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 1, 0, -1, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, -1, 1, 0, 0, 0, 0, 0},
{0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0},
{0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0},
{0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 1, -1, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0},
{0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0},
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{0, 0, 0, 0, -1, 0, 0, 0, 0, -1, 1, 0, 0, 0, -1, 1, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 1, -1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, -1, 1, 0, 0, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, -1, 0, 0, 1, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, -1, 0, 0, 0, 0, 0, -1, 0, 0},
{0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0},
{0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 1, 0, 1, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, -1, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0},
{0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1, 0, 0, 1, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 1, 0, 1, 0, 1, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 1, -1, 0, 0, 0, 0, -1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 1, -1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, -1, 0, 0, 0, -1, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0},
{0, 0, -1, 0, 0, 0, 0, 0, 0, -1, -1, 0, 1, 0, 0, 0, 0, 0, 0, -1, 0, 1, 0, 0, 0, -1, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 1, -1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 1, 0, 0, 1, 0, -1, 0, 0, 0, 0, 1, 1, 0, 1, 0, 0, 0, 0, 0, 0, -1, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, -1, -1, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0},
{0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 1, -1, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, -1, -1, 1, 0, -1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1, 0, -1, 0, 0, -1, 0, 0, 0, 0, 0, -1, 0, 0, 1, 0, -1, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, -1, 0, 0, 0, -1, 1, 0, 0, 1, 0, 0},
{0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0},
{0, 0, 0, 1, 0, 0, 1, 0, 0, 1, 0, 0, -1, -1, 0, 0, 1, 1, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, -1, 0, 0, 0, -1, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 1, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 1, 0, 0, 0, -1, -1, 0, 0, 1, 0, -1, 1, 0, 0, 0, 0, 0},
{0, 0, -1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 1, 0, 1, 0, 0, -1, 0, 0, 0, 1, 0, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0, 1, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1, 0, 0, 0, 1, 1, 1, 1, 1, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, -1, 0, 0, 0, 0, 1, -1, 0, 0, 0, 1, -1, 0, 0, 0, 0, -1, 0, 0, 1, 1, 0, 1, 0, 0, 0, 0, 1, 1, 0, 1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0, 0, 0, 1, 1, 1, 0, 1, 0, 1, 0, 1, 0, 0, 0, 0, -1, 0, 1, 0, 0, 0, 0, -1, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, -1, 0, 0, 0, 1, 0, 0, 0, 0},
{0, 0, 0, 0, 1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, -1, 0, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 1, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 1, -1, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 1, 0, -1, 0, 0, 0, 0, 0, 0},
{0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0},
{1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 1, -1, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 1, -1, 0, 0, 0, 0, -1, 0, 0, 0, 0, 1, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0, -1, 0, -1, 0, 1, 0, 0, 0, 1, 0, 1, 0, 0, 1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0}
};
static const int W4[10][100] = {
{-1, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 1, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 1, -1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, -1, 0, 0, -1, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, -1, 0, 1, 0, 0, 0, 1},
{-1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, -1, -1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, -1, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, -1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, -1, 0, 0},
{0, 0, 0, 0, 0, 0, -1, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 1, -1, -1, -1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, -1, 0, 0, 0, 0, -1, 0, 0, 0, 0, 1, -1, 0, 1, 0, 0, -1, -1, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, -1, -1, 0, 0, 0, 0, -1, 0, 0, 0},
{0, 0, 0, 0, 0, 0, -1, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, -1, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, -1, 0, 0, 1, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, -1, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, -1, 1, 0, -1, 0, 0, 0, 0, 0, 0, -1, 0, 1, 0, 0, 1, 0, 1, 0, 0, 0, 0},
{-1, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, -1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, -1, 0, 0, 0, 0, -1, -1, 0, 0, 1, -1, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 1},
{0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, -1, 0, 0, 0, 0, -1, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, -1, 0, -1, -1, 0, 0, 0, 0, 0, 1, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, -1, 0, 1, -1, 0, 0, 0, 0, 0, 0, 0, 0, -1, 1, 1, -1, 0, 0, -1, 0, 0, -1, 0, -1, 0, -1, 0, 0, 0, 0, 0, 0, 0, 1, -1, 0, -1, 0, 0, 0, 0},
{0, -1, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, -1, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, -1, 0, 0, 0, 0, 0, 0, -1, 0, -1, 1, 0, 0, 0, 0, 0, 0, 0, 0},
{-1, -1, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 1, 0, 0, -1, 1, 1, 0, 0, 0, -1, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, -1, 0, 0, 0, -1, 0, -1, 1, 0, 0, 0, 0, 1, -1, 0, 0, -1, -1, -1, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, -1, 0, -1, 0, 0, 0, 0},
{-1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, -1, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0},
{-1, 0, 0, -1, 0, 0, 0, -1, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0}
};
static const int B1[300] = {
134, 57, 85, -63, -46, 116, 15, 27, -86, -62, -4, 100, -117, 93, 93, -116, 77, 130, 10, 98, -1, 84, 39, 84, -62, -56, -78, -8, -92, -26, 12, -75, 101, 2, 79, 107, -27, -53, -117, 41, 61, -47, -67, -72, 79, 45, -113, 14, 6, 62, 22, 61, -86, -55, 91, 10, -98, 111, -85, -73, 84, 144, 19, -54, -29, 49, 84, 1, -2, -30, 123, 127, 47, -65, -3, 33, 103, -24, 111, -108, -36, 39, -64, -76, -79, -51, -3, 62, -43, -70, 76, -2, 96, -54, -10, 128, 140, -87, 74, -60, -69, 20, -49, 106, 71, -45, -1, -47, 126, -46, -7, -7, -78, 119, 27, 134, -3, 69, 39, 54, 27, -17, 128, -61, -111, 28, 32, 125, 8, 130, 25, 80, -89, 140, -98, 134, 105, 127, 101, 90, -88, -73, 14, 22, 79, 88, -26, -71, -58, 2, 104, -115, 41, -83, 110, 132, 43, 117, -101, -37, 37, -2, 21, 150, -59, -82, -13, -97, -59, 110, -112, 79, 63, 73, -71, 100, 94, 106, 25, -112, 80, 122, 55, -10, -86, 83, 94, -95, -70, 110, 107, -62, 113, -59, -61, -89, 58, -8, -88, 61, 74, -74, 47, -66, -78, 56, 66, -84, 114, 42, 68, 24, 56, -35, -104, 105, 91, 8, -51, 90, 63, -4, 66, -27, -17, 5, 24, 33, -25, 50, 37, -48, -53, 37, 65, 138, -42, -60, -40, -68, 82, 66, 60, 55, -62, 89, -56, -35, -110, -84, -113, 73, 87, 16, 14, 136, 48, -105, 67, -41, 61, 136, -44, 111, 66, 84, -72, 130, -15, -83, 54, 81, -62, -106, 81, -13, -94, 18, -84, 71, 46, 87, -66, 68, -61, -9, -15, 2, 48, -1, 61, 124, -50, -75, -48, 34, -90, 45, 88, 108
};
static const int B2[200] = {
26, 57, 52, -16, -20, -54, 72, 23, -50, 35, 85, -51, 49, 26, -41, -29, 50, 78, 48, 21, 37, 62, 54, 63, -24, -25, -41, 7, 31, 49, -9, 72, -44, 92, 19, 9, 18, 49, 8, 35, -21, 68, -27, 66, 24, 45, 57, 0, -66, 22, -38, 9, -12, 17, 68, -43, -33, -19, 41, -9, 4, -31, 6, 11, 13, -42, 44, 50, 0, 75, 3, 44, -18, -22, -39, 15, 80, -50, 41, -10, 35, 17, 22, -3, 63, 13, 12, 35, -29, -38, -21, 64, 15, -56, 13, -45, 20, -52, 55, 52, -25, 19, 69, -12, 22, -49, 60, 32, 40, -37, 22, 29, 37, 49, -63, 50, -26, -26, -11, -14, 78, 24, 84, -17, 25, 0, 60, 3, 48, 27, -22, -63, -14, -34, 53, -32, 58, 29, 18, 10, -26, 5, 6, 38, -27, -60, -23, 16, -5, 12, -2, 30, -52, 2, 92, 76, -22, 29, -15, 64, 39, -14, 0, -29, -4, 20, 0, 55, 39, -61, 53, -12, 14, 5, 55, -22, -47, -38, 8, 38, 56, -23, 63, 22, 61, 4, 59, -36, 51, 12, 12, 9, 33, -3, 58, -9, 77, -47, 45, -7
};
static const int B3[100] = {
-7, 36, 10, 27, 6, 14, 19, -15, -4, 2, -27, 29, 29, 0, 10, -38, 5, 15, 40, -27, -22, 43, 1, 56, 16, 25, 30, -25, -32, -26, -25, 18, 21, -3, -26, 4, 5, 27, 2, -28, 29, 18, -23, 18, -15, -36, -23, 27, 0, 1, 19, 19, 12, -23, 2, 24, 17, -40, -11, 32, -9, -8, -22, 8, -1, -8, -28, 40, 5, 47, 21, 24, -2, 36, 37, 26, 19, -31, 30, 9, 30, -14, 24, 20, -24, -30, 13, 32, 15, 3, -6, -21, -19, -3, -27, -6, -23, 33, 32, 19
};
static const int B4[10] = {
-16, 12, -6, 18, 11, -12, -9, 9, -13, -10
};
#endif /* MLP_WEIGHTS_H */
inference_codes/uci_fann_net/original/uci_fann_net.c
+51
View File
@@ -0,0 +1,51 @@
#include "simple_system_common.h"
#include "fully_connected.h"
#include "ibex_mlp_params.h"
#include "mlp_weights.h"
#include "ibex_inputs.h"
#define IN_DIM 76
#define HIDDEN_DIM1 300
#define HIDDEN_DIM2 200
#define HIDDEN_DIM3 100
#define OUT_DIM 10
#define SAMPLES 1
int outs[SAMPLES][OUT_DIM];
void uci_fann_net() {
int inp[IN_DIM];
int y1[HIDDEN_DIM1];
int y2[HIDDEN_DIM2];
int y3[HIDDEN_DIM3];
int out[OUT_DIM];
for (int iter = 0; iter < SAMPLES; iter ++){
for(int i = 0; i < IN_DIM; i++) inp[i] = input[iter][i];
pcount_enable(1);
mlp_layer(inp, y1, IN_DIM, HIDDEN_DIM1, W1, B1, SB1, MV1, SV1);
mlp_layer(y1, y2, HIDDEN_DIM1, HIDDEN_DIM2, W2, B2, SB2, MV2, SV2);
mlp_layer(y2, y3, HIDDEN_DIM2, HIDDEN_DIM3, W3, B3, SB3, MV3, SV3);
mlp_layer(y3, out, HIDDEN_DIM3, OUT_DIM, W4, B4, SB4, MV4, SV4);
pcount_enable(0);
puts("Output Layer Values:\n");
for(int i = 0; i < OUT_DIM; i++) {
puthex(out[i]);
puts("\n");
}
}
}
int main(void) {
pcount_enable(0);
uci_fann_net();
return 0;
}