#include <NTL/LLL.h>
#include <NTL/fileio.h>
#include <NTL/vec_double.h>
#include <NTL/new.h>
NTL_START_IMPL
static inline
void CheckFinite(double *p)
{
if (!IsFinite(p)) Error("LLL_FP: numbers too big...use LLL_XD");
}
static double InnerProduct(double *a, double *b, long n)
{
double s;
long i;
s = 0;
for (i = 1; i <= n; i++)
s += a[i]*b[i];
return s;
}
static void RowTransform(vec_ZZ& A, vec_ZZ& B, const ZZ& MU1)
// x = x - y*MU
{
static ZZ T, MU;
long k;
long n = A.length();
long i;
MU = MU1;
if (MU == 1) {
for (i = 1; i <= n; i++)
sub(A(i), A(i), B(i));
return;
}
if (MU == -1) {
for (i = 1; i <= n; i++)
add(A(i), A(i), B(i));
return;
}
if (MU == 0) return;
if (NumTwos(MU) >= NTL_ZZ_NBITS)
k = MakeOdd(MU);
else
k = 0;
if (MU.WideSinglePrecision()) {
long mu1;
conv(mu1, MU);
for (i = 1; i <= n; i++) {
mul(T, B(i), mu1);
if (k > 0) LeftShift(T, T, k);
sub(A(i), A(i), T);
}
}
else {
for (i = 1; i <= n; i++) {
mul(T, B(i), MU);
if (k > 0) LeftShift(T, T, k);
sub(A(i), A(i), T);
}
}
}
#define TR_BND (NTL_FDOUBLE_PRECISION/2.0)
// Just to be safe!!
static double max_abs(double *v, long n)
{
long i;
double res, t;
res = 0;
for (i = 1; i <= n; i++) {
t = fabs(v[i]);
if (t > res) res = t;
}
return res;
}
static void RowTransformStart(double *a, long *in_a, long& in_float, long n)
{
long i;
long inf = 1;
for (i = 1; i <= n; i++) {
in_a[i] = (a[i] < TR_BND && a[i] > -TR_BND);
inf = inf & in_a[i];
}
in_float = inf;
}
static void RowTransformFinish(vec_ZZ& A, double *a, long *in_a)
{
long n = A.length();
long i;
for (i = 1; i <= n; i++) {
if (in_a[i]) {
conv(A(i), a[i]);
}
else {
conv(a[i], A(i));
CheckFinite(&a[i]);
}
}
}
static void RowTransform(vec_ZZ& A, vec_ZZ& B, const ZZ& MU1,
double *a, double *b, long *in_a,
double& max_a, double max_b, long& in_float)
// x = x - y*MU
{
static ZZ T, MU;
long k;
double mu;
conv(mu, MU1);
CheckFinite(&mu);
long n = A.length();
long i;
if (in_float) {
double mu_abs = fabs(mu);
if (mu_abs > 0 && max_b > 0 && (mu_abs >= TR_BND || max_b >= TR_BND)) {
in_float = 0;
}
else {
max_a += mu_abs*max_b;
if (max_a >= TR_BND)
in_float = 0;
}
}
if (in_float) {
if (mu == 1) {
for (i = 1; i <= n; i++)
a[i] -= b[i];
return;
}
if (mu == -1) {
for (i = 1; i <= n; i++)
a[i] += b[i];
return;
}
if (mu == 0) return;
for (i = 1; i <= n; i++)
a[i] -= mu*b[i];
return;
}
MU = MU1;
if (MU == 1) {
for (i = 1; i <= n; i++) {
if (in_a[i] && a[i] < TR_BND && a[i] > -TR_BND &&
b[i] < TR_BND && b[i] > -TR_BND) {
a[i] -= b[i];
}
else {
if (in_a[i]) {
conv(A(i), a[i]);
in_a[i] = 0;
}
sub(A(i), A(i), B(i));
}
}
return;
}
if (MU == -1) {
for (i = 1; i <= n; i++) {
if (in_a[i] && a[i] < TR_BND && a[i] > -TR_BND &&
b[i] < TR_BND && b[i] > -TR_BND) {
a[i] += b[i];
}
else {
if (in_a[i]) {
conv(A(i), a[i]);
in_a[i] = 0;
}
add(A(i), A(i), B(i));
}
}
return;
}
if (MU == 0) return;
double b_bnd = fabs(TR_BND/mu) - 1;
if (b_bnd < 0) b_bnd = 0;
if (NumTwos(MU) >= NTL_ZZ_NBITS)
k = MakeOdd(MU);
else
k = 0;
if (MU.WideSinglePrecision()) {
long mu1;
conv(mu1, MU);
if (k > 0) {
for (i = 1; i <= n; i++) {
if (in_a[i]) {
conv(A(i), a[i]);
in_a[i] = 0;
}
mul(T, B(i), mu1);
LeftShift(T, T, k);
sub(A(i), A(i), T);
}
}
else {
for (i = 1; i <= n; i++) {
if (in_a[i] && a[i] < TR_BND && a[i] > -TR_BND &&
b[i] < b_bnd && b[i] > -b_bnd) {
a[i] -= b[i]*mu;
}
else {
if (in_a[i]) {
conv(A(i), a[i]);
in_a[i] = 0;
}
mul(T, B(i), mu1);
sub(A(i), A(i), T);
}
}
}
}
else {
for (i = 1; i <= n; i++) {
if (in_a[i]) {
conv(A(i), a[i]);
in_a[i] = 0;
}
mul(T, B(i), MU);
if (k > 0) LeftShift(T, T, k);
sub(A(i), A(i), T);
}
}
}
static void RowTransform2(vec_ZZ& A, vec_ZZ& B, const ZZ& MU1)
// x = x + y*MU
{
static ZZ T, MU;
long k;
long n = A.length();
long i;
MU = MU1;
if (MU == 1) {
for (i = 1; i <= n; i++)
add(A(i), A(i), B(i));
return;
}
if (MU == -1) {
for (i = 1; i <= n; i++)
sub(A(i), A(i), B(i));
return;
}
if (MU == 0) return;
if (NumTwos(MU) >= NTL_ZZ_NBITS)
k = MakeOdd(MU);
else
k = 0;
if (MU.WideSinglePrecision()) {
long mu1;
conv(mu1, MU);
for (i = 1; i <= n; i++) {
mul(T, B(i), mu1);
if (k > 0) LeftShift(T, T, k);
add(A(i), A(i), T);
}
}
else {
for (i = 1; i <= n; i++) {
mul(T, B(i), MU);
if (k > 0) LeftShift(T, T, k);
add(A(i), A(i), T);
}
}
}
static
void ComputeGS(mat_ZZ& B, double **B1, double **mu, double *b,
double *c, long k, double bound, long st, double *buf)
{
long n = B.NumCols();
long i, j;
double s, t1, y, t;
ZZ T1;
long test;
double *mu_k = mu[k];
if (st < k) {
for (i = 1; i < st; i++)
buf[i] = mu_k[i]*c[i];
}
for (j = st; j <= k-1; j++) {
s = InnerProduct(B1[k], B1[j], n);
// test = b[k]*b[j] >= NTL_FDOUBLE_PRECISION^2
test = (b[k]/NTL_FDOUBLE_PRECISION >= NTL_FDOUBLE_PRECISION/b[j]);
// test = test && s^2 <= b[k]*b[j]/bound,
// but we compute it in a strange way to avoid overflow
if (test && (y = fabs(s)) != 0) {
t = y/b[j];
t1 = b[k]/y;
if (t <= 1)
test = (t*bound <= t1);
else if (t1 >= 1)
test = (t <= t1/bound);
else
test = 0;
}
if (test) {
InnerProduct(T1, B(k), B(j));
conv(s, T1);
}
double *mu_j = mu[j];
t1 = 0;
for (i = 1; i <= j-1; i++) {
t1 += mu_j[i]*buf[i];
}
mu_k[j] = (buf[j] = (s - t1))/c[j];
}
#if (!NTL_EXT_DOUBLE)
// Kahan summation
double c1;
s = c1 = 0;
for (j = 1; j <= k-1; j++) {
y = mu_k[j]*buf[j] - c1;
t = s+y;
c1 = t-s;
c1 = c1-y;
s = t;
}
#else
s = 0;
for (j = 1; j <= k-1; j++)
s += mu_k[j]*buf[j];
#endif
c[k] = b[k] - s;
}
static double red_fudge = 0;
static long log_red = 0;
static long verbose = 0;
double LLLStatusInterval = 900.0;
char *LLLDumpFile = 0;
static unsigned long NumSwaps = 0;
static double RR_GS_time = 0;
static double StartTime = 0;
static double LastTime = 0;
static void LLLStatus(long max_k, double t, long m, const mat_ZZ& B)
{
cerr << "---- LLL_FP status ----\n";
cerr << "elapsed time: ";
PrintTime(cerr, t-StartTime);
cerr << ", stage: " << max_k;
cerr << ", rank: " << m;
cerr << ", swaps: " << NumSwaps << "\n";
ZZ t1;
long i;
double prodlen = 0;
for (i = 1; i <= m; i++) {
InnerProduct(t1, B(i), B(i));
if (!IsZero(t1))
prodlen += log(t1);
}
cerr << "log of prod of lengths: " << prodlen/(2.0*log(2.0)) << "\n";
if (LLLDumpFile) {
cerr << "dumping to " << LLLDumpFile << "...";
ofstream f;
OpenWrite(f, LLLDumpFile);
f << "[";
for (i = 1; i <= m; i++) {
f << B(i) << "\n";
}
f << "]\n";
f.close();
cerr << "\n";
}
LastTime = t;
}
static void init_red_fudge()
{
long i;
log_red = long(0.50*NTL_DOUBLE_PRECISION);
red_fudge = 1;
for (i = log_red; i > 0; i--)
red_fudge = red_fudge*0.5;
}
static void inc_red_fudge()
{
red_fudge = red_fudge * 2;
log_red--;
cerr << "LLL_FP: warning--relaxing reduction (" << log_red << ")\n";
if (log_red < 4)
Error("LLL_FP: too much loss of precision...stop!");
}
#if 0
static void print_mus(double **mu, long k)
{
long i;
for (i = k-1; i >= 1; i--)
cerr << mu[k][i] << " ";
cerr << "\n";
}
#endif
void ComputeGS(const mat_ZZ& B, mat_RR& B1,
mat_RR& mu, vec_RR& b,
vec_RR& c, long k, const RR& bound, long st,
vec_RR& buf, const RR& bound2);
static void RR_GS(mat_ZZ& B, double **B1, double **mu,
double *b, double *c, double *buf, long prec,
long rr_st, long k, long m_orig,
mat_RR& rr_B1, mat_RR& rr_mu,
vec_RR& rr_b, vec_RR& rr_c)
{
double tt;
cerr << "LLL_FP: RR refresh " << rr_st << "..." << k << "...";
tt = GetTime();
if (rr_st > k) Error("LLL_FP: can not continue!!!");
long old_p = RR::precision();
RR::SetPrecision(prec);
long n = B.NumCols();
rr_B1.SetDims(k, n);
rr_mu.SetDims(k, m_orig);
rr_b.SetLength(k);
rr_c.SetLength(k);
vec_RR rr_buf;
rr_buf.SetLength(k);
long i, j;
for (i = rr_st; i <= k; i++)
for (j = 1; j <= n; j++)
conv(rr_B1(i, j), B(i, j));
for (i = rr_st; i <= k; i++)
InnerProduct(rr_b(i), rr_B1(i), rr_B1(i));
RR bound;
power2(bound, 2*long(0.15*RR::precision()));
RR bound2;
power2(bound2, 2*RR::precision());
for (i = rr_st; i <= k; i++)
ComputeGS(B, rr_B1, rr_mu, rr_b, rr_c, i, bound, 1, rr_buf, bound2);
for (i = rr_st; i <= k; i++)
for (j = 1; j <= n; j++) {
conv(B1[i][j], rr_B1(i,j));
CheckFinite(&B1[i][j]);
}
for (i = rr_st; i <= k; i++)
for (j = 1; j <= i-1; j++) {
conv(mu[i][j], rr_mu(i,j));
}
for (i = rr_st; i <= k; i++) {
conv(b[i], rr_b(i));
CheckFinite(&b[i]);
}
for (i = rr_st; i <= k; i++) {
conv(c[i], rr_c(i));
CheckFinite(&c[i]);
}
for (i = 1; i <= k-1; i++) {
conv(buf[i], rr_buf[i]);
}
RR::SetPrecision(old_p);
tt = GetTime()-tt;
RR_GS_time += tt;
cerr << tt << " (" << RR_GS_time << ")\n";
}
void ComputeGS(const mat_ZZ& B, mat_RR& mu, vec_RR& c)
{
long n = B.NumCols();
long k = B.NumRows();
mat_RR B1;
vec_RR b;
B1.SetDims(k, n);
mu.SetDims(k, k);
b.SetLength(k);
c.SetLength(k);
vec_RR buf;
buf.SetLength(k);
long i, j;
for (i = 1; i <= k; i++)
for (j = 1; j <= n; j++)
conv(B1(i, j), B(i, j));
for (i = 1; i <= k; i++)
InnerProduct(b(i), B1(i), B1(i));
RR bound;
power2(bound, 2*long(0.15*RR::precision()));
RR bound2;
power2(bound2, 2*RR::precision());
for (i = 1; i <= k; i++)
ComputeGS(B, B1, mu, b, c, i, bound, 1, buf, bound2);
}
static
long ll_LLL_FP(mat_ZZ& B, mat_ZZ* U, double delta, long deep,
LLLCheckFct check, double **B1, double **mu,
double *b, double *c,
long m, long init_k, long &quit)
{
long n = B.NumCols();
long i, j, k, Fc1;
ZZ MU;
double mu1;
double t1;
ZZ T1;
double *tp;
static double bound = 0;
if (bound == 0) {
// we tolerate a 15% loss of precision in computing
// inner products in ComputeGS.
bound = 1;
for (i = 2*long(0.15*NTL_DOUBLE_PRECISION); i > 0; i--)
bound = bound * 2;
}
double half_plus_fudge = 0.5 + red_fudge;
quit = 0;
k = init_k;
vec_long st_mem;
st_mem.SetLength(m+2);
long *st = st_mem.elts();
for (i = 1; i < k; i++)
st[i] = i;
for (i = k; i <= m+1; i++)
st[i] = 1;
double *buf;
buf = NTL_NEW_OP double [m+1];
if (!buf) Error("out of memory in lll_LLL_FP");
vec_long in_vec_mem;
in_vec_mem.SetLength(n+1);
long *in_vec = in_vec_mem.elts();
double *max_b;
max_b = NTL_NEW_OP double [m+1];
if (!max_b) Error("out of memory in lll_LLL_FP");
for (i = 1; i <= m; i++)
max_b[i] = max_abs(B1[i], n);
long in_float;
long rst;
long counter;
long start_over;
long trigger_index;
long small_trigger;
long cnt;
mat_RR rr_B1;
mat_RR rr_mu;
vec_RR rr_c;
vec_RR rr_b;
long m_orig = m;
long rr_st = 1;
long max_k = 0;
long prec = RR::precision();
double tt;
long swap_cnt = 0;
while (k <= m) {
if (k > max_k) {
max_k = k;
swap_cnt = 0;
}
if (verbose) {
tt = GetTime();
if (tt > LastTime + LLLStatusInterval)
LLLStatus(max_k, tt, m, B);
}
if (k < rr_st) rr_st = k;
if (st[k] == k)
rst = 1;
else
rst = k;
if (st[k] < st[k+1]) st[k+1] = st[k];
ComputeGS(B, B1, mu, b, c, k, bound, st[k], buf);
CheckFinite(&c[k]);
st[k] = k;
if (swap_cnt > 200000) {
cerr << "LLL_FP: swap loop?\n";
RR_GS(B, B1, mu, b, c, buf, prec,
rr_st, k, m_orig, rr_B1, rr_mu, rr_b, rr_c);
if (rr_st < st[k+1]) st[k+1] = rr_st;
rr_st = k+1;
rst = k;
swap_cnt = 0;
}
counter = 0;
trigger_index = k;
small_trigger = 0;
cnt = 0;
long thresh = 10;
long sz=0, new_sz;
long did_rr_gs = 0;
do {
// size reduction
counter++;
if ((counter & 127) == 0) {
new_sz = 0;
for (j = 1; j <= n; j++)
new_sz += NumBits(B(k,j));
if ((counter >> 7) == 1 || new_sz < sz) {
sz = new_sz;
}
else {
cerr << "LLL_FP: warning--infinite loop?\n";
}
}
Fc1 = 0;
start_over = 0;
for (j = rst-1; j >= 1; j--) {
t1 = fabs(mu[k][j]);
if (t1 > half_plus_fudge) {
if (!Fc1) {
if (j > trigger_index ||
(j == trigger_index && small_trigger)) {
cnt++;
if (cnt > thresh) {
if (log_red <= 15) {
while (log_red > 10)
inc_red_fudge();
half_plus_fudge = 0.5 + red_fudge;
if (!did_rr_gs) {
RR_GS(B, B1, mu, b, c, buf, prec,
rr_st, k, m_orig, rr_B1, rr_mu, rr_b, rr_c);
if (rr_st < st[k+1]) st[k+1] = rr_st;
rr_st = k+1;
did_rr_gs = 1;
rst = k;
trigger_index = k;
small_trigger = 0;
start_over = 1;
break;
}
}
else {
inc_red_fudge();
half_plus_fudge = 0.5 + red_fudge;
cnt = 0;
}
}
}
trigger_index = j;
small_trigger = (t1 < 4);
Fc1 = 1;
if (k < rr_st) rr_st = k;
RowTransformStart(B1[k], in_vec, in_float, n);
}
mu1 = mu[k][j];
if (mu1 >= 0)
mu1 = ceil(mu1-0.5);
else
mu1 = floor(mu1+0.5);
double *mu_k = mu[k];
double *mu_j = mu[j];
if (mu1 == 1) {
for (i = 1; i <= j-1; i++)
mu_k[i] -= mu_j[i];
}
else if (mu1 == -1) {
for (i = 1; i <= j-1; i++)
mu_k[i] += mu_j[i];
}
else {
for (i = 1; i <= j-1; i++)
mu_k[i] -= mu1*mu_j[i];
}
mu_k[j] -= mu1;
conv(MU, mu1);
RowTransform(B(k), B(j), MU, B1[k], B1[j], in_vec,
max_b[k], max_b[j], in_float);
if (U) RowTransform((*U)(k), (*U)(j), MU);
}
}
if (Fc1) {
RowTransformFinish(B(k), B1[k], in_vec);
max_b[k] = max_abs(B1[k], n);
if (!did_rr_gs) {
b[k] = InnerProduct(B1[k], B1[k], n);
CheckFinite(&b[k]);
ComputeGS(B, B1, mu, b, c, k, bound, 1, buf);
CheckFinite(&c[k]);
}
else {
RR_GS(B, B1, mu, b, c, buf, prec,
rr_st, k, m_orig, rr_B1, rr_mu, rr_b, rr_c);
rr_st = k+1;
}
rst = k;
}
} while (Fc1 || start_over);
if (check && (*check)(B(k)))
quit = 1;
if (b[k] == 0) {
for (i = k; i < m; i++) {
// swap i, i+1
swap(B(i), B(i+1));
tp = B1[i]; B1[i] = B1[i+1]; B1[i+1] = tp;
t1 = b[i]; b[i] = b[i+1]; b[i+1] = t1;
t1 = max_b[i]; max_b[i] = max_b[i+1]; max_b[i+1] = t1;
if (U) swap((*U)(i), (*U)(i+1));
}
for (i = k; i <= m+1; i++) st[i] = 1;
if (k < rr_st) rr_st = k;
m--;
if (quit) break;
continue;
}
if (quit) break;
if (deep > 0) {
// deep insertions
double cc = b[k];
long l = 1;
while (l <= k-1 && delta*c[l] <= cc) {
cc = cc - mu[k][l]*mu[k][l]*c[l];
l++;
}
if (l <= k-1 && (l <= deep || k-l <= deep)) {
// deep insertion at position l
for (i = k; i > l; i--) {
// swap rows i, i-1
swap(B(i), B(i-1));
tp = B1[i]; B1[i] = B1[i-1]; B1[i-1] = tp;
tp = mu[i]; mu[i] = mu[i-1]; mu[i-1] = tp;
t1 = b[i]; b[i] = b[i-1]; b[i-1] = t1;
t1 = max_b[i]; max_b[i] = max_b[i-1]; max_b[i-1] = t1;
if (U) swap((*U)(i), (*U)(i-1));
}
k = l;
NumSwaps++;
swap_cnt++;
continue;
}
} // end deep insertions
// test LLL reduction condition
if (k > 1 && delta*c[k-1] > c[k] + mu[k][k-1]*mu[k][k-1]*c[k-1]) {
// swap rows k, k-1
swap(B(k), B(k-1));
tp = B1[k]; B1[k] = B1[k-1]; B1[k-1] = tp;
tp = mu[k]; mu[k] = mu[k-1]; mu[k-1] = tp;
t1 = b[k]; b[k] = b[k-1]; b[k-1] = t1;
t1 = max_b[k]; max_b[k] = max_b[k-1]; max_b[k-1] = t1;
if (U) swap((*U)(k), (*U)(k-1));
k--;
NumSwaps++;
swap_cnt++;
// cout << "-\n";
}
else {
k++;
// cout << "+\n";
}
}
if (verbose) {
LLLStatus(m+1, GetTime(), m, B);
}
delete [] buf;
delete [] max_b;
return m;
}
static
long LLL_FP(mat_ZZ& B, mat_ZZ* U, double delta, long deep,
LLLCheckFct check)
{
long m = B.NumRows();
long n = B.NumCols();
long i, j;
long new_m, dep, quit;
ZZ MU;
ZZ T1;
init_red_fudge();
if (U) ident(*U, m);
double **B1; // approximates B
typedef double *doubleptr;
B1 = NTL_NEW_OP doubleptr[m+1];
if (!B1) Error("LLL_FP: out of memory");
for (i = 1; i <= m; i++) {
B1[i] = NTL_NEW_OP double[n+1];
if (!B1[i]) Error("LLL_FP: out of memory");
}
double **mu;
mu = NTL_NEW_OP doubleptr[m+1];
if (!mu) Error("LLL_FP: out of memory");
for (i = 1; i <= m; i++) {
mu[i] = NTL_NEW_OP double[m+1];
if (!mu[i]) Error("LLL_FP: out of memory");
}
double *c; // squared lengths of Gramm-Schmidt basis vectors
c = NTL_NEW_OP double[m+1];
if (!c) Error("LLL_FP: out of memory");
double *b; // squared lengths of basis vectors
b = NTL_NEW_OP double[m+1];
if (!b) Error("LLL_FP: out of memory");
for (i = 1; i <=m; i++)
for (j = 1; j <= n; j++) {
conv(B1[i][j], B(i, j));
CheckFinite(&B1[i][j]);
}
for (i = 1; i <= m; i++) {
b[i] = InnerProduct(B1[i], B1[i], n);
CheckFinite(&b[i]);
}
new_m = ll_LLL_FP(B, U, delta, deep, check, B1, mu, b, c, m, 1, quit);
dep = m - new_m;
m = new_m;
if (dep > 0) {
// for consistency, we move all of the zero rows to the front
for (i = 0; i < m; i++) {
swap(B(m+dep-i), B(m-i));
if (U) swap((*U)(m+dep-i), (*U)(m-i));
}
}
// clean-up
for (i = 1; i <= m; i++) {
delete [] B1[i];
}
delete [] B1;
for (i = 1; i <= m; i++) {
delete [] mu[i];
}
delete [] mu;
delete [] c;
delete [] b;
return m;
}
long LLL_FP(mat_ZZ& B, double delta, long deep, LLLCheckFct check,
long verb)
{
verbose = verb;
RR_GS_time = 0;
NumSwaps = 0;
if (verbose) {
StartTime = GetTime();
LastTime = StartTime;
}
if (delta < 0.50 || delta >= 1) Error("LLL_FP: bad delta");
if (deep < 0) Error("LLL_FP: bad deep");
return LLL_FP(B, 0, delta, deep, check);
}
long LLL_FP(mat_ZZ& B, mat_ZZ& U, double delta, long deep,
LLLCheckFct check, long verb)
{
verbose = verb;
RR_GS_time = 0;
NumSwaps = 0;
if (verbose) {
StartTime = GetTime();
LastTime = StartTime;
}
if (delta < 0.50 || delta >= 1) Error("LLL_FP: bad delta");
if (deep < 0) Error("LLL_FP: bad deep");
return LLL_FP(B, &U, delta, deep, check);
}
static vec_double BKZConstant;
static
void ComputeBKZConstant(long beta, long p)
{
const double c_PI = 3.14159265358979323846264338328;
const double LogPI = 1.14472988584940017414342735135;
BKZConstant.SetLength(beta-1);
vec_double Log;
Log.SetLength(beta);
long i, j, k;
double x, y;
for (j = 1; j <= beta; j++)
Log(j) = log(double(j));
for (i = 1; i <= beta-1; i++) {
// First, we compute x = gamma(i/2)^{2/i}
k = i/2;
if ((i & 1) == 0) { // i even
x = 0;
for (j = 1; j <= k; j++)
x = x + Log(j);
x = x * (1/double(k));
x = exp(x);
}
else { // i odd
x = 0;
for (j = k + 2; j <= 2*k + 2; j++)
x = x + Log(j);
x = 0.5*LogPI + x - 2*(k+1)*Log(2);
x = x * (2.0/double(i));
x = exp(x);
}
// Second, we compute y = 2^{2*p/i}
y = -(2*p/double(i))*Log(2);
y = exp(y);
BKZConstant(i) = x*y/c_PI;
}
}
static vec_double BKZThresh;
static
void ComputeBKZThresh(double *c, long beta)
{
BKZThresh.SetLength(beta-1);
long i;
double x;
x = 0;
for (i = 1; i <= beta-1; i++) {
x += log(c[i-1]);
BKZThresh(i) = exp(x/double(i))*BKZConstant(i);
if (!IsFinite(&BKZThresh(i))) BKZThresh(i) = 0;
}
}
static
void BKZStatus(double tt, double enum_time, unsigned long NumIterations,
unsigned long NumTrivial, unsigned long NumNonTrivial,
unsigned long NumNoOps, long m,
const mat_ZZ& B)
{
cerr << "---- BKZ_FP status ----\n";
cerr << "elapsed time: ";
PrintTime(cerr, tt-StartTime);
cerr << ", enum time: ";
PrintTime(cerr, enum_time);
cerr << ", iter: " << NumIterations << "\n";
cerr << "triv: " << NumTrivial;
cerr << ", nontriv: " << NumNonTrivial;
cerr << ", no ops: " << NumNoOps;
cerr << ", rank: " << m;
cerr << ", swaps: " << NumSwaps << "\n";
ZZ t1;
long i;
double prodlen = 0;
for (i = 1; i <= m; i++) {
InnerProduct(t1, B(i), B(i));
if (!IsZero(t1))
prodlen += log(t1);
}
cerr << "log of prod of lengths: " << prodlen/(2.0*log(2.0)) << "\n";
if (LLLDumpFile) {
cerr << "dumping to " << LLLDumpFile << "...";
ofstream f;
OpenWrite(f, LLLDumpFile);
f << "[";
for (i = 1; i <= m; i++) {
f << B(i) << "\n";
}
f << "]\n";
f.close();
cerr << "\n";
}
LastTime = tt;
}
static
long BKZ_FP(mat_ZZ& BB, mat_ZZ* UU, double delta,
long beta, long prune, LLLCheckFct check)
{
long m = BB.NumRows();
long n = BB.NumCols();
long m_orig = m;
long i, j;
ZZ MU;
double t1;
ZZ T1;
double *tp;
init_red_fudge();
mat_ZZ B;
B = BB;
B.SetDims(m+1, n);
double **B1; // approximates B
typedef double *doubleptr;
B1 = NTL_NEW_OP doubleptr[m+2];
if (!B1) Error("BKZ_FP: out of memory");
for (i = 1; i <= m+1; i++) {
B1[i] = NTL_NEW_OP double[n+1];
if (!B1[i]) Error("BKZ_FP: out of memory");
}
double **mu;
mu = NTL_NEW_OP doubleptr[m+2];
if (!mu) Error("LLL_FP: out of memory");
for (i = 1; i <= m+1; i++) {
mu[i] = NTL_NEW_OP double[m+1];
if (!mu[i]) Error("BKZ_FP: out of memory");
}
double *c; // squared lengths of Gramm-Schmidt basis vectors
c = NTL_NEW_OP double[m+2];
if (!c) Error("BKZ_FP: out of memory");
double *b; // squared lengths of basis vectors
b = NTL_NEW_OP double[m+2];
if (!b) Error("BKZ_FP: out of memory");
double cbar;
double *ctilda;
ctilda = NTL_NEW_OP double[m+2];
if (!ctilda) Error("BKZ_FP: out of memory");
double *vvec;
vvec = NTL_NEW_OP double[m+2];
if (!vvec) Error("BKZ_FP: out of memory");
double *yvec;
yvec = NTL_NEW_OP double[m+2];
if (!yvec) Error("BKZ_FP: out of memory");
double *uvec;
uvec = NTL_NEW_OP double[m+2];
if (!uvec) Error("BKZ_FP: out of memory");
double *utildavec;
utildavec = NTL_NEW_OP double[m+2];
if (!utildavec) Error("BKZ_FP: out of memory");
long *Deltavec;
Deltavec = NTL_NEW_OP long[m+2];
if (!Deltavec) Error("BKZ_FP: out of memory");
long *deltavec;
deltavec = NTL_NEW_OP long[m+2];
if (!deltavec) Error("BKZ_FP: out of memory");
mat_ZZ Ulocal;
mat_ZZ *U;
if (UU) {
Ulocal.SetDims(m+1, m);
for (i = 1; i <= m; i++)
conv(Ulocal(i, i), 1);
U = &Ulocal;
}
else
U = 0;
long quit;
long new_m;
long z, jj, kk;
long s, t;
long h;
double eta;
for (i = 1; i <=m; i++)
for (j = 1; j <= n; j++) {
conv(B1[i][j], B(i, j));
CheckFinite(&B1[i][j]);
}
for (i = 1; i <= m; i++) {
b[i] = InnerProduct(B1[i], B1[i], n);
CheckFinite(&b[i]);
}
m = ll_LLL_FP(B, U, delta, 0, check, B1, mu, b, c, m, 1, quit);
double tt;
double enum_time = 0;
unsigned long NumIterations = 0;
unsigned long NumTrivial = 0;
unsigned long NumNonTrivial = 0;
unsigned long NumNoOps = 0;
long verb = verbose;
verbose = 0;
long clean = 1;
if (m < m_orig) {
for (i = m_orig+1; i >= m+2; i--) {
// swap i, i-1
swap(B(i), B(i-1));
if (U) swap((*U)(i), (*U)(i-1));
}
}
if (!quit && m > 1) {
if (beta > m) beta = m;
if (prune > 0)
ComputeBKZConstant(beta, prune);
z = 0;
jj = 0;
while (z < m-1) {
jj++;
kk = min(jj+beta-1, m);
if (jj == m) {
jj = 1;
kk = beta;
clean = 1;
}
if (verb) {
tt = GetTime();
if (tt > LastTime + LLLStatusInterval)
BKZStatus(tt, enum_time, NumIterations, NumTrivial,
NumNonTrivial, NumNoOps, m, B);
}
// ENUM
double tt1;
if (verb) {
tt1 = GetTime();
}
if (prune > 0)
ComputeBKZThresh(&c[jj], kk-jj+1);
cbar = c[jj];
utildavec[jj] = uvec[jj] = 1;
yvec[jj] = vvec[jj] = 0;
Deltavec[jj] = 0;
s = t = jj;
deltavec[jj] = 1;
for (i = jj+1; i <= kk+1; i++) {
ctilda[i] = uvec[i] = utildavec[i] = yvec[i] = 0;
Deltavec[i] = 0;
vvec[i] = 0;
deltavec[i] = 1;
}
long enum_cnt = 0;
while (t <= kk) {
if (verb) {
enum_cnt++;
if (enum_cnt > 100000) {
enum_cnt = 0;
tt = GetTime();
if (tt > LastTime + LLLStatusInterval) {
enum_time += tt - tt1;
tt1 = tt;
BKZStatus(tt, enum_time, NumIterations, NumTrivial,
NumNonTrivial, NumNoOps, m, B);
}
}
}
ctilda[t] = ctilda[t+1] +
(yvec[t]+utildavec[t])*(yvec[t]+utildavec[t])*c[t];
if (prune > 0 && t > jj) {
eta = BKZThresh(t-jj);
}
else
eta = 0;
if (ctilda[t] < cbar - eta) {
if (t > jj) {
t--;
t1 = 0;
for (i = t+1; i <= s; i++)
t1 += utildavec[i]*mu[i][t];
yvec[t] = t1;
t1 = -t1;
if (t1 >= 0)
t1 = ceil(t1-0.5);
else
t1 = floor(t1+0.5);
utildavec[t] = vvec[t] = t1;
Deltavec[t] = 0;
if (utildavec[t] > -yvec[t])
deltavec[t] = -1;
else
deltavec[t] = 1;
}
else {
cbar = ctilda[jj];
for (i = jj; i <= kk; i++) {
uvec[i] = utildavec[i];
}
}
}
else {
t++;
s = max(s, t);
if (t < s) Deltavec[t] = -Deltavec[t];
if (Deltavec[t]*deltavec[t] >= 0) Deltavec[t] += deltavec[t];
utildavec[t] = vvec[t] + Deltavec[t];
}
}
if (verb) {
tt1 = GetTime() - tt1;
enum_time += tt1;
}
NumIterations++;
h = min(kk+1, m);
if ((delta - 8*red_fudge)*c[jj] > cbar) {
clean = 0;
// we treat the case that the new vector is b_s (jj < s <= kk)
// as a special case that appears to occur most of the time.
s = 0;
for (i = jj+1; i <= kk; i++) {
if (uvec[i] != 0) {
if (s == 0)
s = i;
else
s = -1;
}
}
if (s == 0) Error("BKZ_FP: internal error");
if (s > 0) {
// special case
NumTrivial++;
for (i = s; i > jj; i--) {
// swap i, i-1
swap(B(i-1), B(i));
if (U) swap((*U)(i-1), (*U)(i));
tp = B1[i-1]; B1[i-1] = B1[i]; B1[i] = tp;
t1 = b[i-1]; b[i-1] = b[i]; b[i] = t1;
}
// cerr << "special case\n";
new_m = ll_LLL_FP(B, U, delta, 0, check,
B1, mu, b, c, h, jj, quit);
if (new_m != h) Error("BKZ_FP: internal error");
if (quit) break;
}
else {
// the general case
NumNonTrivial++;
for (i = 1; i <= n; i++) conv(B(m+1, i), 0);
if (U) {
for (i = 1; i <= m_orig; i++)
conv((*U)(m+1, i), 0);
}
for (i = jj; i <= kk; i++) {
if (uvec[i] == 0) continue;
conv(MU, uvec[i]);
RowTransform2(B(m+1), B(i), MU);
if (U) RowTransform2((*U)(m+1), (*U)(i), MU);
}
for (i = m+1; i >= jj+1; i--) {
// swap i, i-1
swap(B(i-1), B(i));
if (U) swap((*U)(i-1), (*U)(i));
tp = B1[i-1]; B1[i-1] = B1[i]; B1[i] = tp;
t1 = b[i-1]; b[i-1] = b[i]; b[i] = t1;
}
for (i = 1; i <= n; i++) {
conv(B1[jj][i], B(jj, i));
CheckFinite(&B1[jj][i]);
}
b[jj] = InnerProduct(B1[jj], B1[jj], n);
CheckFinite(&b[jj]);
if (b[jj] == 0) Error("BKZ_FP: internal error");
// remove linear dependencies
// cerr << "general case\n";
new_m = ll_LLL_FP(B, U, delta, 0, 0, B1, mu, b, c, kk+1, jj, quit);
if (new_m != kk) Error("BKZ_FP: internal error");
// remove zero vector
for (i = kk+2; i <= m+1; i++) {
// swap i, i-1
swap(B(i-1), B(i));
if (U) swap((*U)(i-1), (*U)(i));
tp = B1[i-1]; B1[i-1] = B1[i]; B1[i] = tp;
t1 = b[i-1]; b[i-1] = b[i]; b[i] = t1;
}
quit = 0;
if (check) {
for (i = 1; i <= kk; i++)
if ((*check)(B(i))) {
quit = 1;
break;
}
}
if (quit) break;
if (h > kk) {
// extend reduced basis
new_m = ll_LLL_FP(B, U, delta, 0, check,
B1, mu, b, c, h, h, quit);
if (new_m != h) Error("BKZ_FP: internal error");
if (quit) break;
}
}
z = 0;
}
else {
// LLL_FP
// cerr << "progress\n";
NumNoOps++;
if (!clean) {
new_m =
ll_LLL_FP(B, U, delta, 0, check, B1, mu, b, c, h, h, quit);
if (new_m != h) Error("BKZ_FP: internal error");
if (quit) break;
}
z++;
}
}
}
if (verb) {
BKZStatus(GetTime(), enum_time, NumIterations, NumTrivial, NumNonTrivial,
NumNoOps, m, B);
}
// clean up
if (m_orig > m) {
// for consistency, we move zero vectors to the front
for (i = m+1; i <= m_orig; i++) {
swap(B(i), B(i+1));
if (U) swap((*U)(i), (*U)(i+1));
}
for (i = 0; i < m; i++) {
swap(B(m_orig-i), B(m-i));
if (U) swap((*U)(m_orig-i), (*U)(m-i));
}
}
B.SetDims(m_orig, n);
BB = B;
if (U) {
U->SetDims(m_orig, m_orig);
*UU = *U;
}
for (i = 1; i <= m+1; i++) {
delete [] B1[i];
}
delete [] B1;
for (i = 1; i <= m+1; i++) {
delete [] mu[i];
}
delete [] mu;
delete [] c;
delete [] b;
delete [] ctilda;
delete [] vvec;
delete [] yvec;
delete [] uvec;
delete [] utildavec;
delete [] Deltavec;
delete [] deltavec;
return m;
}
long BKZ_FP(mat_ZZ& BB, mat_ZZ& UU, double delta,
long beta, long prune, LLLCheckFct check, long verb)
{
verbose = verb;
RR_GS_time = 0;
NumSwaps = 0;
if (verbose) {
StartTime = GetTime();
LastTime = StartTime;
}
if (delta < 0.50 || delta >= 1) Error("BKZ_FP: bad delta");
if (beta < 2) Error("BKZ_FP: bad block size");
return BKZ_FP(BB, &UU, delta, beta, prune, check);
}
long BKZ_FP(mat_ZZ& BB, double delta,
long beta, long prune, LLLCheckFct check, long verb)
{
verbose = verb;
RR_GS_time = 0;
NumSwaps = 0;
if (verbose) {
StartTime = GetTime();
LastTime = StartTime;
}
if (delta < 0.50 || delta >= 1) Error("BKZ_FP: bad delta");
if (beta < 2) Error("BKZ_FP: bad block size");
return BKZ_FP(BB, 0, delta, beta, prune, check);
}
NTL_END_IMPL
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