/*-------------------------------------------------------------------------*/
void AzPrepText2::gen_Y(const AzIntArr &ia_tokno, int dic_sz,
const AzIntArr &ia_pos,
int xpch_sz, /* patch size used to generate X */
int min_dist, int max_dist,
AzSmat *m_y) const
{
AzX::throw_if_null(m_y, "AzPrepText2::gen_Y", "m_y");
int t_num;
const int *tokno = ia_tokno.point(&t_num);
m_y->reform(dic_sz*2, ia_pos.size()); /* *2 for left and right */
for (int ix = 0; ix < ia_pos.size(); ++ix) {
int xtx0 = ia_pos.get(ix);
int xtx1 = xtx0 + xpch_sz;
AzIntArr ia_ctx0, ia_ctx1;
for (int tx = MAX(0,xtx0+min_dist); tx < MIN(t_num,xtx0); ++tx) if (tokno[tx] >= 0) ia_ctx0.put(tokno[tx]);
ia_ctx0.unique();
for (int tx = MAX(0,xtx1); tx < MIN(t_num,xtx1+max_dist); ++tx) if (tokno[tx] >= 0) ia_ctx1.put(tokno[tx]);
ia_ctx1.unique();
ia_ctx1.add(dic_sz);
AzIntArr ia_ctx;
ia_ctx.concat(&ia_ctx0);
ia_ctx.concat(&ia_ctx1);
if (ia_ctx.size() > 0) {
ia_ctx.unique();
m_y->col_u(ix)->load(&ia_ctx, 1);
}
}
}
/*-------------------------------------------------------------------------*/
void AzPrepText2::gen_X_bow(const AzIntArr &ia_tokno, int dic_sz,
int pch_sz, int pch_step, int padding,
bool do_skip_stopunk,
/*--- output ---*/
AzSmat *m_feat,
AzIntArr *ia_pos) const /* patch position: may be NULL */
{
const char *eyec = "AzPrepText2::gen_X_bow";
AzX::throw_if_null(m_feat, eyec, "m_feat");
int t_num;
const int *tokno = ia_tokno.point(&t_num);
int pch_num = DIVUP(t_num+padding*2-pch_sz, pch_step) + 1;
m_feat->reform(dic_sz, pch_num);
if (ia_pos != NULL) ia_pos->reset();
int col = 0;
int tx0 = -padding;
for (int pch_no = 0; pch_no < pch_num; ++pch_no) {
int tx1 = tx0 + pch_sz;
AzIntArr ia_rows;
for (int tx = MAX(0, tx0); tx < MIN(t_num, tx1); ++tx) {
if (tokno[tx] >= 0) ia_rows.put(tokno[tx]);
}
if (!do_skip_stopunk || ia_rows.size() > 0) {
ia_rows.unique(); /* sorting too */
m_feat->col_u(col)->load(&ia_rows, 1);
if (ia_pos != NULL) ia_pos->put(tx0);
++col;
}
if (tx1 >= t_num+padding) break;
int dist = 1;
if (do_skip_stopunk) {
/*--- to avoid repeating the same bow ---*/
int tx;
for (tx = tx0; tx < t_num; ++tx) if (tx >= 0 && tokno[tx] >= 0) break;
int dist0 = tx-tx0+1; /* to lose a word, we have to slide a window this much */
tx = tx1;
for (tx = tx1; tx < t_num; ++tx) if (tx >= 0 && tokno[tx] >= 0) break;
int dist1 = tx-tx1+1; /* to get a new word, we have to slide a window this much */
dist = MIN(dist0, dist1);
}
tx0 += MAX(dist, pch_step);
}
m_feat->resize(col);
}
/*-------------------------------------------------------------------------*/
void AzPrepText2::gen_Y_ifeat(int top_num_each, int top_num_total, const AzSmat *m_feat,
const AzIntArr &ia_tokno, const AzIntArr &ia_pos,
int xpch_sz, int min_dist, int max_dist,
bool do_nolr,
int f_pch_sz, int f_pch_step, int f_padding,
AzSmat *m_y,
feat_info fi[2]) const
{
const char *eyec = "AzPrepText2::gen_neigh_topfeat";
AzX::throw_if_null(m_feat, eyec, "m_feat");
AzX::throw_if_null(m_y, eyec, "m_y");
int t_num;
const int *tokno = ia_tokno.point(&t_num);
int feat_sz = m_feat->rowNum();
int f_pch_num = DIVUP(t_num+f_padding*2-f_pch_sz, f_pch_step) + 1;
if (m_feat->colNum() != f_pch_num) {
AzBytArr s("#patch mismatch: Expcected: "); s << f_pch_num << " Actual: " << m_feat->colNum();
AzX::throw_if(true, AzInputError, eyec, s.c_str());
}
if (do_nolr) m_y->reform(feat_sz, ia_pos.size());
else m_y->reform(feat_sz*2, ia_pos.size());
for (int ix = 0; ix < ia_pos.size(); ++ix) {
int xtx0 = ia_pos[ix];
int xtx1 = xtx0 + xpch_sz;
AzIFarr ifa_ctx;
int offs = 0;
for (int tx = xtx0+min_dist; tx < xtx0; ++tx) {
if (tx + f_pch_sz > xtx0) break;
set_ifeat(m_feat, top_num_each, (tx+f_padding)/f_pch_step, offs, &ifa_ctx, fi);
}
if (!do_nolr) offs = feat_sz;
for (int tx = xtx1; tx < xtx1+max_dist; ++tx) {
if (tx + f_pch_sz > xtx1+max_dist) break;
set_ifeat(m_feat, top_num_each, (tx+f_padding)/f_pch_step, offs, &ifa_ctx, fi);
}
ifa_ctx.squeeze_Max();
if (top_num_total > 0 && ifa_ctx.size() > top_num_total) {
ifa_ctx.sort_Float(false);
ifa_ctx.cut(top_num_total);
}
m_y->col_u(ix)->load(&ifa_ctx);
}
}
/*-------------------------------------------------------------------------*/
void AzPrepText2::gen_X_seq(const AzIntArr &ia_tokno, int dic_sz,
int pch_sz, int pch_step, int padding,
bool do_allow_zero, bool do_skip_stopunk,
/*--- output ---*/
AzSmat *m_feat,
AzIntArr *ia_pos) const /* patch position: may be NULL */
{
const char *eyec = "AzPrepText2::gen_X_seq";
AzX::throw_if_null(m_feat, eyec, "m_feat");
AzX::no_support(do_skip_stopunk, eyec, "variable strides with Seq");
int t_num;
const int *tokno = ia_tokno.point(&t_num);
int pch_num = DIVUP(t_num+padding*2-pch_sz, pch_step) + 1;
m_feat->reform(dic_sz*pch_sz, pch_num);
if (ia_pos != NULL) ia_pos->reset();
int col = 0;
int tx0 = -padding;
for (int pch_no = 0; pch_no < pch_num; ++pch_no) {
int tx1 = tx0 + pch_sz;
AzSmat m;
for (int tx = tx0; tx < tx1; ++tx) {
AzSmat m0(dic_sz, 1);
if (tx >= 0 && tx < t_num && tokno[tx] >= 0) {
AzIntArr ia_row; ia_row.put(tokno[tx]);
m0.col_u(0)->load(&ia_row, 1);
}
if (tx == tx0) m.set(&m0);
else m.rbind(&m0);
}
if (do_allow_zero || !m.isZero()) {
m_feat->col_u(col)->set(m.col(0));
if (ia_pos != NULL) ia_pos->put(tx0);
++col;
}
if (tx1 >= t_num+padding) break;
tx0 += pch_step;
}
m_feat->resize(col);
}