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|
#include "ff_const_reorder.h"
#include "stringlib.h"
#include "hg.h"
#include "sentence_metadata.h"
#include "tree.h"
#include "srl_sentence.h"
#include "tsuruoka_maxent.h"
#include "hash.h"
#include "argument_reorder_model.h"
#include <string>
#include <vector>
#include <stdio.h>
using namespace std;
typedef HASH_MAP<std::string, vector<double> > MapClassifier;
struct SBitArray{
SBitArray(int size) :
size_(size){
int bit_size = size / 8;
if (size % 8 > 0)
bit_size++;
char_ = new unsigned char[bit_size];
memset(char_, 0, bit_size);
}
~SBitArray() {
delete [] char_;
}
int Get(int index) const {
int i;
i = index;
if (i < 0)
i = size_ + i;
assert(i > -1 && i < size_);
int byte_index, bit_index;
byte_index = i/8;
bit_index = i%8;
unsigned char res;
if (bit_index == 0)
res = char_[byte_index] & 0x01;
else if (bit_index == 1)
res = char_[byte_index] & 0x02;
else if (bit_index == 2)
res = char_[byte_index] & 0x04;
else if (bit_index == 3)
res = char_[byte_index] & 0x08;
else if (bit_index == 4)
res = char_[byte_index] & 0x10;
else if (bit_index == 5)
res = char_[byte_index] & 0x20;
else if (bit_index == 6)
res = char_[byte_index] & 0x40;
else if (bit_index == 7)
res = char_[byte_index] & 0x80;
else
assert(false);
if (res != 0)
return 1;
else
return 0;
}
void Set(int index, int val) {
assert(val == 0 || val == 1);
int i;
i = index;
if (i < 0)
i = size_ + i;
assert(i > -1 && i < size_);
int byte_index, bit_index;
byte_index = i/8;
bit_index = i%8;
unsigned char res;
if (bit_index == 0) {
if (val == 0)
res = char_[byte_index] & 0xFE;
else
res = char_[byte_index] | 0x01;
} else if (bit_index == 1) {
if (val == 0)
res = char_[byte_index] & 0xFD;
else
res = char_[byte_index] | 0x02;
} else if (bit_index == 2) {
if (val == 0)
res = char_[byte_index] & 0xFB;
else
res = char_[byte_index] | 0x04;
} else if (bit_index == 3) {
if (val == 0)
res = char_[byte_index] & 0xF7;
else
res = char_[byte_index] | 0x08;
} else if (bit_index == 4) {
if (val == 0)
res = char_[byte_index] & 0xEF;
else
res = char_[byte_index] | 0x10;
} else if (bit_index == 5) {
if (val == 0)
res = char_[byte_index] & 0xDF;
else
res = char_[byte_index] | 0x20;
} else if (bit_index == 6) {
if (val == 0)
res = char_[byte_index] & 0xBF;
else
res = char_[byte_index] | 0x40;
} else if (bit_index == 7) {
if (val == 0)
res = char_[byte_index] & 0x7F;
else
res = char_[byte_index] | 0x80;
} else
assert(false);
char_[byte_index] = res;
}
private:
const int size_;
unsigned char *char_;
};
inline bool is_inside(int i, int left, int right) {
if ( i < left || i > right )
return false;
return true;
}
/*
* assume i <= j
* [i, j] is inside [left, right] or [i, j] equates to [left, right]
*/
inline bool is_inside(int i, int j, int left, int right) {
if ( i >= left && j <= right )
return true;
return false;
}
/*
* assume i <= j
* [i, j] is inside [left, right], but [i, j] not equal to [left, right]
*/
inline bool is_proper_inside(int i, int j, int left, int right) {
if ( i >= left && j <= right && right - left > j - i)
return true;
return false;
}
/*
* assume i <= j
* [i, j] is proper proper inside [left, right]
*/
inline bool is_proper_proper_inside(int i, int j, int left, int right) {
if ( i > left && j < right)
return true;
return false;
}
inline bool is_overlap(int left1, int right1, int left2, int right2) {
if (is_inside(left1, left2, right2) || is_inside(left2, left1, right1))
return true;
return false;
}
inline void NewAndCopyCharArray(char**p, const char* q) {
if (q != NULL) {
(*p) = new char[strlen(q) + 1];
strcpy((*p), q);
} else
(*p) = NULL;
}
//TODO:to make the alignment more efficient
struct TargetTranslation{
typedef vector<int> SingleWordAlign;
TargetTranslation(int begin_pos, int end_pos, int input_begin_pos, int input_end_pos, int e_num_word):
begin_pos_(begin_pos),
end_pos_(end_pos),
input_begin_pos_(input_begin_pos),
input_end_pos_(input_end_pos),
e_num_words_(e_num_word),
vec_left_most_(end_pos - begin_pos + 1, e_num_word),
vec_right_most_(end_pos - begin_pos + 1, -1),
vec_f_align_bit_array_(end_pos - begin_pos + 1, NULL),
vec_e_align_bit_array_(e_num_word, NULL) {
int len = end_pos - begin_pos + 1;
/*vec_f_align_bit_array_.reserve(len);
for (int i = 0; i < len; i++)
vec_f_align_bit_array_.push_back(NULL);
vec_e_align_bit_array_.reserve(e_num_word);
for (int i = 0; i < e_num_word; i++)
vec_e_align_bit_array_.push_back(NULL);*/
align_.reserve(1.5 * len);
}
~TargetTranslation( ) {
for (size_t i = 0; i < vec_f_align_bit_array_.size(); i++)
if (vec_f_align_bit_array_[i] != NULL)
delete vec_f_align_bit_array_[i];
for (size_t i = 0; i < vec_e_align_bit_array_.size(); i++)
if (vec_e_align_bit_array_[i] != NULL)
delete vec_e_align_bit_array_[i];
for (size_t i = 0; i < align_.size(); i++)
delete align_[i];
}
void InsertAlignmentPoint(int s, int t) {
int i = s - begin_pos_;
SBitArray* &b = vec_f_align_bit_array_[i];
if (b == NULL)
b = new SBitArray(e_num_words_);
b->Set(t, 1);
SBitArray* &a = vec_e_align_bit_array_[t];
if (a == NULL)
a = new SBitArray(end_pos_ - begin_pos_ + 1);
a->Set(i, 1);
align_.push_back(new AlignmentPoint(s, t));
if (t > vec_right_most_[i])
vec_right_most_[i] = t;
if (t < vec_left_most_[i])
vec_left_most_[i] = t;
}
/*
* given a source span [begin, end], whether its target side is continuous,
* return "0": the source span is translated silently
* return "1": there is at least on word inside its target span, this word doesn't align to any word inside [begin, end], but outside [begin, end]
* return "2": otherwise
*/
string IsTargetConstinousSpan(int begin, int end) const {
int target_begin, target_end;
FindLeftRightMostTargetSpan(begin, end, target_begin, target_end);
if (target_begin == -1) return "0";
for (int i = target_begin; i <= target_end; i++) {
if (vec_e_align_bit_array_[i] == NULL) continue;
int j = begin;
for (; j <= end; j++) {
if (vec_e_align_bit_array_[i]->Get(j - begin_pos_))
break;
}
if (j == end + 1) //e[i] is aligned, but e[i] doesn't align to any source word in [begin_pos, end_pos]
return "1";
}
return "2";
}
string IsTargetConstinousSpan2(int begin, int end) const {
int target_begin, target_end;
FindLeftRightMostTargetSpan(begin, end, target_begin, target_end);
if (target_begin == -1) return "Unaligned";
for (int i = target_begin; i <= target_end; i++) {
if (vec_e_align_bit_array_[i] == NULL) continue;
int j = begin;
for (; j <= end; j++) {
if (vec_e_align_bit_array_[i]->Get(j - begin_pos_))
break;
}
if (j == end + 1) //e[i] is aligned, but e[i] doesn't align to any source word in [begin_pos, end_pos]
return "Discon't";
}
return "Con't";
}
void FindLeftRightMostTargetSpan(int begin, int end, int& target_begin, int& target_end) const {
int b = begin - begin_pos_;
int e = end - begin_pos_ + 1;
target_begin = vec_left_most_[b];
target_end = vec_right_most_[b];
for (int i = b + 1; i < e; i++) {
if (target_begin > vec_left_most_[i])
target_begin = vec_left_most_[i];
if (target_end < vec_right_most_[i])
target_end = vec_right_most_[i];
}
if (target_end == -1)
target_begin = -1;
return;
target_begin = e_num_words_;
target_end = -1;
for (int i = begin - begin_pos_; i < end - begin_pos_ + 1; i++) {
if (vec_f_align_bit_array_[i] == NULL) continue;
for (int j = 0; j < target_begin; j++)
if (vec_f_align_bit_array_[i]->Get(j)) {
target_begin = j;
break;
}
}
for (int i = end - begin_pos_; i > begin - begin_pos_ -1; i--) {
if (vec_f_align_bit_array_[i] == NULL) continue;
for (int j = e_num_words_ - 1; j > target_end; j--)
if (vec_f_align_bit_array_[i]->Get(j)) {
target_end = j;
break;
}
}
if (target_end == -1)
target_begin = -1;
}
const uint16_t begin_pos_, end_pos_; //the position in parse
const uint16_t input_begin_pos_, input_end_pos_; //the position in input
const uint16_t e_num_words_;
vector<AlignmentPoint*> align_;
private:
vector<SBitArray*> vec_f_align_bit_array_;
vector<SBitArray*> vec_e_align_bit_array_;
vector<short> vec_left_most_;
vector<short> vec_right_most_;
};
struct FocusedConstituent{
FocusedConstituent(const SParsedTree *pTree) {
if (pTree == NULL) return;
for (size_t i = 0; i < pTree->m_vecTerminals.size(); i++) {
STreeItem *pParent = pTree->m_vecTerminals[i]->m_ptParent;
while (pParent != NULL) {
//if (pParent->m_vecChildren.size() > 1 && pParent->m_iEnd - pParent->m_iBegin > 5) {
//if (pParent->m_vecChildren.size() > 1) {
if (true) {
//do constituent reordering for all children of pParent
if (strcmp(pParent->m_pszTerm, "ROOT"))
focus_parents_.push_back(pParent);
}
if (pParent->m_iBrotherIndex != 0) break;
pParent = pParent->m_ptParent;
}
}
}
~FocusedConstituent() { //TODO
focus_parents_.clear();
}
vector<STreeItem*> focus_parents_;
};
typedef SPredicateItem FocusedPredicate;
struct FocusedSRL{
FocusedSRL(const SSrlSentence *srl) {
if (srl == NULL) return;
for (size_t i = 0; i < srl->m_vecPred.size(); i++) {
if (strcmp(srl->m_pTree->m_vecTerminals[srl->m_vecPred[i]->m_iPosition]->m_ptParent->m_pszTerm, "VA") == 0)
continue;
focus_predicates_.push_back(new FocusedPredicate(srl->m_pTree, srl->m_vecPred[i]));
}
}
~FocusedSRL() {
focus_predicates_.clear();
}
vector<const FocusedPredicate*> focus_predicates_;
};
/*
* Note:
* In BOLT experiments, we need to merged some sequence words into one term (like from "1999 nian 1 yue 10 ri" to "1999_nian_1_yue_10_ri") due to some reasons;
* but in the parse file, we still use the parse tree before merging any words;
* therefore, the words in source sentence and parse tree diverse and we need to map a word in merged sentence into its original index;
* a word in source sentence maps 1 or more words in parse tree
* the index map info is stored at variable index_map_;
* if the index_map_ is NULL, indicating the word index in source sentence and parse tree is always same.
*
* In ConstReorderFeatureImpl, as to store alignment info, we use the word index of the parse tree
*/
struct SIndexMap{
SIndexMap(const string& index_map_file) {
if (index_map_file == "") {
index_map_input_2_parse = NULL;
index_map_parse_2_input = NULL;
return;
}
STxtFileReader *reader = new STxtFileReader(index_map_file.c_str());
char szLine[10001];
szLine[0] = '\0';
reader->fnReadNextLine(szLine, NULL);
delete reader;
vector<string> terms;
SplitOnWhitespace(string(szLine), &terms);
index_map_input_2_parse = new short int[terms.size() + 1];
int ix = 0;
size_t i;
for (i = 0; i < terms.size(); i++) {
index_map_input_2_parse[i] = ix;
ix += atoi(terms[i].c_str());
}
index_map_input_2_parse[i] = ix;
//assert(ix == parsed_tree_->m_vecTerminals.size());
index_map_parse_2_input = new short int[ix+1];
int jx = 0;
for (i = 0; i < terms.size(); i++) {
int num_word = atoi(terms[i].c_str());
for (int j = 0; j < num_word; j++)
index_map_parse_2_input[jx++] = i;
}
index_map_parse_2_input[jx] = i;
assert(jx == ix);
}
~SIndexMap() {
if (index_map_input_2_parse != NULL)
delete index_map_input_2_parse;
if (index_map_parse_2_input != NULL)
delete index_map_parse_2_input;
}
/*
* an input word maps to 1 or more words in parse
*/
void MapIndex_Input_2_Parse(short int ix, short int& mapped_begin, short int& mapped_end) {
MapIndex_Input_2_Parse(ix, ix, mapped_begin, mapped_end);
}
/*
* given the indices in input,
* return the indices in parse tree
*/
void MapIndex_Input_2_Parse(short int begin, short int end, short int& mapped_begin, short int& mapped_end) {
if (index_map_input_2_parse == NULL) {
mapped_begin = begin;
mapped_end = end;
return;
}
mapped_begin = index_map_input_2_parse[begin];
mapped_end = index_map_input_2_parse[end + 1] - 1;
}
/*
* given the indices in input,
* return the indices in parse tree
*/
void MapIndex_Parse_2_Input(short int mapped_begin, short int mapped_end, short int& begin, short int& end) {
if (index_map_parse_2_input == NULL) {
begin = mapped_begin;
end = mapped_end;
return;
}
begin = index_map_parse_2_input[mapped_begin];
end = index_map_parse_2_input[mapped_end];
assert(mapped_begin == 0 || index_map_parse_2_input[mapped_begin - 1] != index_map_parse_2_input[mapped_begin]);
assert(index_map_parse_2_input[mapped_end + 1] != index_map_parse_2_input[mapped_end]);
}
/*
* given a index in input
* return the number of its corresponding words in parse tree
*/
int MapIndexWordCount(int ix) {
if (index_map_input_2_parse == NULL)
return 1;
return index_map_input_2_parse[ix + 1] - index_map_input_2_parse[ix];
}
private:
short int *index_map_input_2_parse;
short int *index_map_parse_2_input;
};
struct ConstReorderFeatureImpl{
ConstReorderFeatureImpl(const std::string& param) {
b_block_feature_ = false;
b_order_feature_ = false;
b_srl_block_feature_ = false;
b_srl_order_feature_ = false;
vector<string> terms;
SplitOnWhitespace(param, &terms);
if (terms.size() == 1) {
b_block_feature_ = true;
b_order_feature_ = true;
} else if (terms.size() >= 3) {
if (terms[1].compare("1") == 0)
b_block_feature_ = true;
if (terms[2].compare("1") == 0)
b_order_feature_ = true;
if (terms.size() == 6) {
if (terms[4].compare("1") == 0)
b_srl_block_feature_ = true;
if (terms[5].compare("1") == 0)
b_srl_order_feature_ = true;
assert(b_srl_block_feature_ || b_srl_order_feature_);
}
} else {
assert("ERROR");
}
const_reorder_classifier_left_ = NULL;
const_reorder_classifier_right_ = NULL;
srl_reorder_classifier_left_ = NULL;
srl_reorder_classifier_right_ = NULL;
if (b_order_feature_) {
InitializeClassifier((terms[0] + string(".left")).c_str(), &const_reorder_classifier_left_);
InitializeClassifier((terms[0] + string(".right")).c_str(), &const_reorder_classifier_right_);
}
if (b_srl_order_feature_) {
InitializeClassifier((terms[3] + string(".left")).c_str(), &srl_reorder_classifier_left_);
InitializeClassifier((terms[3] + string(".right")).c_str(), &srl_reorder_classifier_right_);
}
parsed_tree_ = NULL;
focused_consts_ = NULL;
index_map_ = NULL;
srl_sentence_ = NULL;
focused_srl_ = NULL;
map_left_ = NULL;
map_right_ = NULL;
map_srl_left_ = NULL;
map_srl_right_ = NULL;
dict_block_status_ = new Dict();
dict_block_status_->Convert("Unaligned", false);
dict_block_status_->Convert("Discon't", false);
dict_block_status_->Convert("Con't", false);
}
~ConstReorderFeatureImpl() {
if (const_reorder_classifier_left_)
delete const_reorder_classifier_left_;
if (const_reorder_classifier_right_)
delete const_reorder_classifier_right_;
if (srl_reorder_classifier_left_)
delete srl_reorder_classifier_left_;
if (srl_reorder_classifier_right_)
delete srl_reorder_classifier_right_;
FreeSentenceVariables();
delete dict_block_status_;
}
static int ReserveStateSize() {
return 1 * sizeof(TargetTranslation*);
}
void InitializeInputSentence(const std::string& parse_file, const std::string& srl_file, const std::string& index_map_file) {
FreeSentenceVariables();
if (b_srl_block_feature_ || b_srl_order_feature_) {
assert(srl_file != "");
srl_sentence_ = ReadSRLSentence(srl_file);
parsed_tree_ = srl_sentence_->m_pTree;
} else {
assert(parse_file != "");
srl_sentence_ = NULL;
parsed_tree_ = ReadParseTree(parse_file);
}
if (b_block_feature_ || b_order_feature_) {
focused_consts_ = new FocusedConstituent(parsed_tree_);
if (b_order_feature_) {
//we can do the classifier "off-line"
map_left_ = new MapClassifier();
map_right_ = new MapClassifier();
InitializeConstReorderClassifierOutput();
}
}
if (b_srl_block_feature_ || b_srl_order_feature_) {
focused_srl_ = new FocusedSRL(srl_sentence_);
if (b_srl_order_feature_) {
map_srl_left_ = new MapClassifier();
map_srl_right_ = new MapClassifier();
InitializeSRLReorderClassifierOutput();
}
}
index_map_ = new SIndexMap(index_map_file);
if (parsed_tree_ != NULL) {
size_t i = parsed_tree_->m_vecTerminals.size();
vec_target_tran_.reserve(20 * i * i * i);
} else
vec_target_tran_.reserve(1000000);
}
void SetConstReorderFeature(const Hypergraph::Edge& edge, SparseVector<double>* features, const vector<const void*>& ant_states, void* state) {
if (parsed_tree_ == NULL) return;
short int mapped_begin, mapped_end;
index_map_->MapIndex_Input_2_Parse(edge.i_, edge.j_ - 1, mapped_begin, mapped_end);
typedef TargetTranslation* PtrTargetTranslation;
PtrTargetTranslation* remnant = reinterpret_cast<PtrTargetTranslation*>(state);
vector<const TargetTranslation*> vec_node;
vec_node.reserve(edge.tail_nodes_.size());
for (size_t i = 0; i < edge.tail_nodes_.size(); i++) {
const PtrTargetTranslation* astate = reinterpret_cast<const PtrTargetTranslation*>(ant_states[i]);
vec_node.push_back(astate[0]);
}
int e_num_word = edge.rule_->e_.size();
for (size_t i = 0; i < vec_node.size(); i++) {
e_num_word += vec_node[i]->e_num_words_;
e_num_word--;
}
remnant[0] = new TargetTranslation(mapped_begin, mapped_end, edge.i_, edge.j_ - 1, e_num_word);
vec_target_tran_.push_back(remnant[0]);
//reset the alignment
//for the source side, we know its position in source sentence
//for the target side, we always assume its starting position is 0
unsigned vc = 0;
const TRulePtr rule = edge.rule_;
std::vector<int> f_index(rule->f_.size());
int index = edge.i_;
for (unsigned i = 0; i < rule->f_.size(); i++) {
f_index[i] = index;
const WordID& c = rule->f_[i];
if (c < 1)
index = vec_node[vc++]->input_end_pos_ + 1;
else
index++;
}
assert(vc == vec_node.size());
assert(index == edge.j_);
std::vector<int> e_index(rule->e_.size());
index = 0;
vc = 0;
for (unsigned i = 0; i < rule->e_.size(); i++) {
e_index[i] = index;
const WordID& c = rule->e_[i];
if (c < 1) {
index += vec_node[-c]->e_num_words_;
vc++;
}
else
index++;
}
assert(vc == vec_node.size());
size_t nt_pos = 0;
for (size_t i = 0; i < edge.rule_->f_.size(); i++) {
if (edge.rule_->f_[i] > 0) continue;
//it's an NT
size_t j;
for (j = 0; j < edge.rule_->e_.size(); j++)
if (edge.rule_->e_[j] * -1 == nt_pos)
break;
assert(j != edge.rule_->e_.size());
nt_pos++;
//i aligns j
int eindex = e_index[j];
const vector<AlignmentPoint*>& align = vec_node[-1 * edge.rule_->e_[j]]->align_;
for (size_t k = 0; k < align.size(); k++) {
remnant[0]->InsertAlignmentPoint(align[k]->s_, eindex + align[k]->t_);
}
}
for (size_t i = 0; i < edge.rule_->a_.size(); i++) {
short int parse_index_begin, parse_index_end;
index_map_->MapIndex_Input_2_Parse(f_index[edge.rule_->a_[i].s_], parse_index_begin, parse_index_end);
int findex = parse_index_begin;
int eindex = e_index[edge.rule_->a_[i].t_];
int word_count = index_map_->MapIndexWordCount(f_index[edge.rule_->a_[i].s_]);
assert(word_count == parse_index_end - parse_index_begin + 1);
for (int i = 0; i < word_count; i++)
remnant[0]->InsertAlignmentPoint(findex + i, eindex);
}
//till now, we finished setting state values
//next, use the state values to calculate constituent reorder feature
SetConstReorderFeature(mapped_begin, mapped_end, features, remnant[0], vec_node, f_index);
}
void SetConstReorderFeature(short int mapped_begin, short int mapped_end, SparseVector<double>* features, const TargetTranslation* target_translation, const vector<const TargetTranslation*>& vec_node, std::vector<int>& findex) {
if (b_srl_block_feature_ || b_srl_order_feature_){
double logprob_srl_reorder_left = 0.0, logprob_srl_reorder_right = 0.0;
for (size_t i = 0; i < focused_srl_->focus_predicates_.size(); i++) {
const FocusedPredicate* pred = focused_srl_->focus_predicates_[i];
if (!is_overlap(mapped_begin, mapped_end, pred->begin_, pred->end_)) continue; //have no overlap between this predicate (with its argument) and the current edge
size_t j;
for (j = 0; j < vec_node.size(); j++) {
if (is_inside(pred->begin_, pred->end_, vec_node[j]->begin_pos_, vec_node[j]->end_pos_))
break;
}
if (j < vec_node.size()) continue;
vector<int> vecBlockStatus;
vecBlockStatus.reserve(pred->vec_items_.size());
for (j = 0; j < pred->vec_items_.size(); j++) {
const STreeItem *con1 = pred->vec_items_[j]->tree_item_;
if (con1->m_iBegin < mapped_begin || con1->m_iEnd > mapped_end) {vecBlockStatus.push_back(0); continue;} //the node is partially outside the current edge
string type = target_translation->IsTargetConstinousSpan2(con1->m_iBegin, con1->m_iEnd);
vecBlockStatus.push_back(dict_block_status_->Convert(type, false));
if (!b_srl_block_feature_) continue;
//see if the node is covered by an NT
size_t k;
for (k = 0; k < vec_node.size(); k++) {
if (is_inside(con1->m_iBegin, con1->m_iEnd, vec_node[k]->begin_pos_, vec_node[k]->end_pos_))
break;
}
if (k < vec_node.size()) continue;
int f_id = FD::Convert(string(pred->vec_items_[j]->role_) + type);
if (f_id)
features->add_value(f_id, 1);
}
if (!b_srl_order_feature_) continue;
vector<int> vecPosition, vecRelativePosition;
vector<int> vecRightPosition, vecRelativeRightPosition;
vecPosition.reserve(pred->vec_items_.size());
vecRelativePosition.reserve(pred->vec_items_.size());
vecRightPosition.reserve(pred->vec_items_.size());
vecRelativeRightPosition.reserve(pred->vec_items_.size());
for (j = 0; j < pred->vec_items_.size(); j++) {
const STreeItem *con1 = pred->vec_items_[j]->tree_item_;
if (con1->m_iBegin < mapped_begin || con1->m_iEnd > mapped_end) {vecPosition.push_back(-1); vecRightPosition.push_back(-1);continue;} //the node is partially outside the current edge
int left1 = -1, right1 = -1;
target_translation->FindLeftRightMostTargetSpan(con1->m_iBegin, con1->m_iEnd, left1, right1);
vecPosition.push_back(left1);
vecRightPosition.push_back(right1);
}
fnGetRelativePosition(vecPosition, vecRelativePosition);
fnGetRelativePosition(vecRightPosition, vecRelativeRightPosition);
for (j = 1; j < pred->vec_items_.size(); j++) {
const STreeItem *con1 = pred->vec_items_[j - 1]->tree_item_;
const STreeItem *con2 = pred->vec_items_[j]->tree_item_;
if (con1->m_iBegin < mapped_begin || con2->m_iEnd > mapped_end) continue; //one of the two nodes is partially outside the current edge
//both con1 and con2 are covered, need to check if they are covered by the same NT
size_t k;
for (k = 0; k < vec_node.size(); k++) {
if (is_inside(con1->m_iBegin, con2->m_iEnd, vec_node[k]->begin_pos_, vec_node[k]->end_pos_))
break;
}
if (k < vec_node.size()) continue;
//they are not covered bye the same NT
string outcome;
string key;
GenerateKey(pred->vec_items_[j-1]->tree_item_, pred->vec_items_[j]->tree_item_, vecBlockStatus[j-1], vecBlockStatus[j], key);
fnGetOutcome(vecRelativePosition[j - 1], vecRelativePosition[j], outcome);
double prob = CalculateConstReorderProb(srl_reorder_classifier_left_, map_srl_left_, key, outcome);
//printf("%s %s %f\n", ostr.str().c_str(), outcome.c_str(), prob);
logprob_srl_reorder_left += log10(prob);
fnGetOutcome(vecRelativeRightPosition[j - 1], vecRelativeRightPosition[j], outcome);
prob = CalculateConstReorderProb(srl_reorder_classifier_right_, map_srl_right_, key, outcome);
logprob_srl_reorder_right += log10(prob);
}
}
if (b_srl_order_feature_) {
int f_id = FD::Convert("SRLReorderFeatureLeft");
if (f_id && logprob_srl_reorder_left != 0.0)
features->set_value(f_id, logprob_srl_reorder_left);
f_id = FD::Convert("SRLReorderFeatureRight");
if (f_id && logprob_srl_reorder_right != 0.0)
features->set_value(f_id, logprob_srl_reorder_right);
}
}
if (b_block_feature_ || b_order_feature_){
double logprob_const_reorder_left = 0.0, logprob_const_reorder_right = 0.0;
for (size_t i = 0; i < focused_consts_->focus_parents_.size(); i++) {
STreeItem* parent = focused_consts_->focus_parents_[i];
if (!is_overlap(mapped_begin, mapped_end, parent->m_iBegin, parent->m_iEnd)) continue; //have no overlap between this parent node and the current edge
size_t j;
for (j = 0; j < vec_node.size(); j++) {
if (is_inside(parent->m_iBegin, parent->m_iEnd, vec_node[j]->begin_pos_, vec_node[j]->end_pos_))
break;
}
if (j < vec_node.size()) continue;
if (b_block_feature_) {
if (parent->m_iBegin >= mapped_begin && parent->m_iEnd <= mapped_end) {
string type = target_translation->IsTargetConstinousSpan2(parent->m_iBegin, parent->m_iEnd);
int f_id = FD::Convert(string(parent->m_pszTerm) + type);
if (f_id)
features->add_value(f_id, 1);
}
}
if (parent->m_vecChildren.size() == 1 || !b_order_feature_) continue;
vector<int> vecChunkBlock;
vecChunkBlock.reserve(parent->m_vecChildren.size());
for (j = 0; j < parent->m_vecChildren.size(); j++) {
STreeItem *con1 = parent->m_vecChildren[j];
if (con1->m_iBegin < mapped_begin || con1->m_iEnd > mapped_end) {vecChunkBlock.push_back(0); continue;} //the node is partially outside the current edge
string type = target_translation->IsTargetConstinousSpan2(con1->m_iBegin, con1->m_iEnd);
vecChunkBlock.push_back(dict_block_status_->Convert(type, false));
/*if (!b_block_feature_) continue;
//see if the node is covered by an NT
size_t k;
for (k = 0; k < vec_node.size(); k++) {
if (is_inside(con1->m_iBegin, con1->m_iEnd, vec_node[k]->begin_pos_, vec_node[k]->end_pos_))
break;
}
if (k < vec_node.size()) continue;
int f_id = FD::Convert(string(con1->m_pszTerm) + type);
if (f_id)
features->add_value(f_id, 1);*/
}
if (!b_order_feature_) continue;
vector<int> vecPosition, vecRelativePosition;
vector<int> vecRightPosition, vecRelativeRightPosition;
vecPosition.reserve(parent->m_vecChildren.size());
vecRelativePosition.reserve(parent->m_vecChildren.size());
vecRightPosition.reserve(parent->m_vecChildren.size());
vecRelativeRightPosition.reserve(parent->m_vecChildren.size());
for (j = 0; j < parent->m_vecChildren.size(); j++) {
STreeItem *con1 = parent->m_vecChildren[j];
if (con1->m_iBegin < mapped_begin || con1->m_iEnd > mapped_end) {vecPosition.push_back(-1); vecRightPosition.push_back(-1);continue;} //the node is partially outside the current edge
int left1 = -1, right1 = -1;
target_translation->FindLeftRightMostTargetSpan(con1->m_iBegin, con1->m_iEnd, left1, right1);
vecPosition.push_back(left1);
vecRightPosition.push_back(right1);
}
fnGetRelativePosition(vecPosition, vecRelativePosition);
fnGetRelativePosition(vecRightPosition, vecRelativeRightPosition);
for (j = 1; j < parent->m_vecChildren.size(); j++) {
STreeItem *con1 = parent->m_vecChildren[j - 1];
STreeItem *con2 = parent->m_vecChildren[j];
if (con1->m_iBegin < mapped_begin || con2->m_iEnd > mapped_end) continue; //one of the two nodes is partially outside the current edge
//both con1 and con2 are covered, need to check if they are covered by the same NT
size_t k;
for (k = 0; k < vec_node.size(); k++) {
if (is_inside(con1->m_iBegin, con2->m_iEnd, vec_node[k]->begin_pos_, vec_node[k]->end_pos_))
break;
}
if (k < vec_node.size()) continue;
//they are not covered bye the same NT
string outcome;
string key;
GenerateKey(parent->m_vecChildren[j-1], parent->m_vecChildren[j], vecChunkBlock[j-1], vecChunkBlock[j], key);
fnGetOutcome(vecRelativePosition[j - 1], vecRelativePosition[j], outcome);
double prob = CalculateConstReorderProb(const_reorder_classifier_left_, map_left_, key, outcome);
//printf("%s %s %f\n", ostr.str().c_str(), outcome.c_str(), prob);
logprob_const_reorder_left += log10(prob);
fnGetOutcome(vecRelativeRightPosition[j - 1], vecRelativeRightPosition[j], outcome);
prob = CalculateConstReorderProb(const_reorder_classifier_right_, map_right_, key, outcome);
logprob_const_reorder_right += log10(prob);
}
}
if (b_order_feature_) {
int f_id = FD::Convert("ConstReorderFeatureLeft");
if (f_id && logprob_const_reorder_left != 0.0)
features->set_value(f_id, logprob_const_reorder_left);
f_id = FD::Convert("ConstReorderFeatureRight");
if (f_id && logprob_const_reorder_right != 0.0)
features->set_value(f_id, logprob_const_reorder_right);
}
}
}
private:
void Byte_to_Char(unsigned char *str, int n) {
str[0] = (n & 255);
str[1] = n / 256;
}
void GenerateKey(const STreeItem *pCon1, const STreeItem *pCon2, int iBlockStatus1, int iBlockStatus2, string& key) {
assert(iBlockStatus1 != 0);
assert(iBlockStatus2 != 0);
unsigned char szTerm[ 1001 ];
Byte_to_Char(szTerm, pCon1->m_iBegin);
Byte_to_Char(szTerm + 2, pCon2->m_iEnd);
szTerm[4] = (char)iBlockStatus1;
szTerm[5] = (char)iBlockStatus2;
szTerm[6] = '\0';
//sprintf(szTerm, "%d|%d|%d|%d|%s|%s", pCon1->m_iBegin, pCon1->m_iEnd, pCon2->m_iBegin, pCon2->m_iEnd, strBlockStatus1.c_str(), strBlockStatus2.c_str());
key = string(szTerm, szTerm + 6);
}
void InitializeConstReorderClassifierOutput( ) {
if (!b_order_feature_) return;
int size_block_status = dict_block_status_->max();
for (size_t i = 0; i < focused_consts_->focus_parents_.size(); i++) {
STreeItem* parent = focused_consts_->focus_parents_[i];
for (size_t j = 1; j < parent->m_vecChildren.size(); j++) {
for (size_t k = 1; k <= size_block_status; k++) {
for (size_t l = 1; l <= size_block_status; l++) {
ostringstream ostr;
GenerateFeature(parsed_tree_, parent, j, dict_block_status_->Convert(k), dict_block_status_->Convert(l), ostr);
string strKey;
GenerateKey(parent->m_vecChildren[j-1], parent->m_vecChildren[j], k, l, strKey);
vector<double> vecOutput;
const_reorder_classifier_left_->fnEval(ostr.str().c_str(), vecOutput);
(*map_left_)[strKey] = vecOutput;
const_reorder_classifier_right_->fnEval(ostr.str().c_str(), vecOutput);
(*map_right_)[strKey] = vecOutput;
}
}
}
}
}
void InitializeSRLReorderClassifierOutput() {
if (!b_srl_order_feature_) return;
int size_block_status = dict_block_status_->max();
for (size_t i = 0; i < focused_srl_->focus_predicates_.size(); i++) {
const FocusedPredicate *pred = focused_srl_->focus_predicates_[i];
for (size_t j = 1; j < pred->vec_items_.size(); j++) {
for (size_t k = 1; k <= size_block_status; k++) {
for (size_t l = 1; l <= size_block_status; l++) {
ostringstream ostr;
SArgumentReorderModel::fnGenerateFeature(parsed_tree_, pred->pred_, pred, j, dict_block_status_->Convert(k), dict_block_status_->Convert(l), ostr);
string strKey;
GenerateKey(pred->vec_items_[j - 1]->tree_item_, pred->vec_items_[j]->tree_item_, k, l, strKey);
vector<double> vecOutput;
srl_reorder_classifier_left_->fnEval(ostr.str().c_str(), vecOutput);
(*map_srl_left_)[strKey] = vecOutput;
srl_reorder_classifier_right_->fnEval(ostr.str().c_str(), vecOutput);
(*map_srl_right_)[strKey] = vecOutput;
}
}
}
}
}
double CalculateConstReorderProb(const Tsuruoka_Maxent *const_reorder_classifier, const MapClassifier *map, const string& key, const string& outcome) {
MapClassifier::const_iterator iter = (*map).find(key);
assert(iter != map->end());
int id = const_reorder_classifier->fnGetClassId(outcome);
return iter->second[id];
}
void FreeSentenceVariables( ) {
if (srl_sentence_ != NULL) {
delete srl_sentence_;
srl_sentence_ = NULL;
}
else {
if (parsed_tree_ != NULL)
delete parsed_tree_;
parsed_tree_ = NULL;
}
if (focused_consts_ != NULL)
delete focused_consts_;
focused_consts_ = NULL;
for (size_t i = 0; i < vec_target_tran_.size(); i++)
delete vec_target_tran_[i];
vec_target_tran_.clear();
if (index_map_ != NULL)
delete index_map_;
index_map_ = NULL;
if (map_left_ != NULL)
delete map_left_;
map_left_ = NULL;
if (map_right_ != NULL)
delete map_right_;
map_right_ = NULL;
if (map_srl_left_ != NULL)
delete map_srl_left_;
map_srl_left_ = NULL;
if (map_srl_right_ != NULL)
delete map_srl_right_;
map_srl_right_ = NULL;
}
void InitializeClassifier(const char* pszFname, Tsuruoka_Maxent **ppClassifier) {
(*ppClassifier) = new Tsuruoka_Maxent(pszFname);
}
void GenerateOutcome(const vector<int>& vecPos, vector<string>& vecOutcome) {
vecOutcome.clear();
for (size_t i = 1; i < vecPos.size(); i++) {
if (vecPos[i] == -1 || vecPos[i] == vecPos[i - 1]) {
vecOutcome.push_back("M"); //monotone
continue;
}
if (vecPos[i - 1] == -1) {
//vecPos[i] is not -1
size_t j = i - 2;
while (j > -1 && vecPos[j] == -1)
j--;
size_t k;
for (k = 0; k < j; k++) {
if (vecPos[k] > vecPos[j] || vecPos[k] <= vecPos[i])
break;
}
if (k < j) {
vecOutcome.push_back("DM");
continue;
}
for (k = i + 1; k < vecPos.size(); k++)
if (vecPos[k] < vecPos[i] && (j == -1 && vecPos[k] >= vecPos[j]))
break;
if (k < vecPos.size()) {
vecOutcome.push_back("DM");
continue;
}
vecOutcome.push_back("M");
} else {
//neither of vecPos[i-1] and vecPos[i] is -1
if (vecPos[i - 1] < vecPos[i]) {
//monotone or discon't monotone
size_t j;
for (j = 0; j < i - 1; j++)
if (vecPos[j] > vecPos[i - 1] && vecPos[j] <= vecPos[i])
break;
if (j < i - 1) {
vecOutcome.push_back("DM");
continue;
}
for (j = i + 1; j < vecPos.size(); j++)
if (vecPos[j] >= vecPos[i - 1] && vecPos[j] < vecPos[i])
break;
if (j < vecPos.size()) {
vecOutcome.push_back("DM");
continue;
}
vecOutcome.push_back("M");
} else {
//swap or discon't swap
size_t j;
for (j = 0; j < i - 1; j++)
if (vecPos[j] > vecPos[i] && vecPos[j] <= vecPos[i - 1])
break;
if (j < i - 1) {
vecOutcome.push_back("DS");
continue;
}
for (j = i + 1; j < vecPos.size(); j++)
if ( vecPos[j] >= vecPos[i] && vecPos[j] < vecPos[i - 1])
break;
if (j < vecPos.size()) {
vecOutcome.push_back("DS");
continue;
}
vecOutcome.push_back("S");
}
}
}
assert(vecOutcome.size() == vecPos.size() - 1);
}
void fnGetRelativePosition(const vector<int>& vecLeft, vector<int>& vecPosition) {
vecPosition.clear();
vector<float> vec;
vec.reserve(vecLeft.size());
for (size_t i = 0; i < vecLeft.size(); i++) {
if (vecLeft[i] == -1) {
if (i == 0)
vec.push_back(-1);
else
vec.push_back(vecLeft[i-1] + 0.1);
} else
vec.push_back(vecLeft[i]);
}
for (size_t i = 0; i < vecLeft.size(); i++) {
int count = 0;
for (size_t j = 0; j < vecLeft.size(); j++) {
if ( j == i) continue;
if (vec[j] < vec[i]) {
count++;
} else if (vec[j] == vec[i] && j < i) {
count++;
}
}
vecPosition.push_back(count);
}
for (size_t i = 1; i < vecPosition.size(); i++) {
if (vecPosition[i - 1] == vecPosition[i]) {
for (size_t j = 0; j < vecLeft.size(); j++)
cout << vecLeft[j] << " ";
cout << "\n";
assert(false);
}
}
}
inline void fnGetOutcome(int i1, int i2, string& strOutcome) {
assert(i1 != i2);
if (i1 < i2) {
if (i2 > i1 + 1) strOutcome = string("DM");
else strOutcome = string("M");
} else {
if (i1 > i2 + 1) strOutcome = string("DS");
else strOutcome = string("S");
}
}
//features in constituent_reorder_model.cc
void GenerateFeature(const SParsedTree *pTree, const STreeItem *pParent, int iPos, const string& strBlockStatus1, const string& strBlockStatus2, ostringstream& ostr) {
STreeItem *pCon1, *pCon2;
pCon1 = pParent->m_vecChildren[iPos - 1];
pCon2 = pParent->m_vecChildren[iPos];
string left_label = string(pCon1->m_pszTerm);
string right_label = string(pCon2->m_pszTerm);
string parent_label = string(pParent->m_pszTerm);
vector<string> vec_other_right_sibling;
for (int i = iPos + 1; i < pParent->m_vecChildren.size(); i++)
vec_other_right_sibling.push_back(string(pParent->m_vecChildren[i]->m_pszTerm));
if (vec_other_right_sibling.size() == 0)
vec_other_right_sibling.push_back(string("NULL"));
vector<string> vec_other_left_sibling;
for (int i = 0; i < iPos - 1; i++)
vec_other_left_sibling.push_back(string(pParent->m_vecChildren[i]->m_pszTerm));
if (vec_other_left_sibling.size() == 0)
vec_other_left_sibling.push_back(string("NULL"));
//generate features
//f1
ostr << "f1=" << left_label << "_" << right_label << "_" << parent_label;
//f2
for (int i = 0; i < vec_other_right_sibling.size(); i++)
ostr << " f2=" << left_label << "_" << right_label << "_" << parent_label << "_" << vec_other_right_sibling[i];
//f3
for (int i = 0; i < vec_other_left_sibling.size(); i++)
ostr << " f3=" << left_label << "_" << right_label << "_" << parent_label << "_" << vec_other_left_sibling[i];
//f4
ostr << " f4=" << left_label << "_" << right_label << "_" << pTree->m_vecTerminals[pCon1->m_iHeadWord]->m_ptParent->m_pszTerm;
//f5
ostr << " f5=" << left_label << "_" << right_label << "_" << pTree->m_vecTerminals[pCon1->m_iHeadWord]->m_pszTerm;
//f6
ostr << " f6=" << left_label << "_" << right_label << "_" << pTree->m_vecTerminals[pCon2->m_iHeadWord]->m_ptParent->m_pszTerm;
//f7
ostr << " f7=" << left_label << "_" << right_label << "_" << pTree->m_vecTerminals[pCon2->m_iHeadWord]->m_pszTerm;
//f8
ostr << " f8=" << left_label << "_" << right_label << "_" << strBlockStatus1;
//f9
ostr << " f9=" << left_label << "_" << right_label << "_" << strBlockStatus2;
//f10
ostr << " f10=" << left_label << "_" << parent_label;
//f11
ostr << " f11=" << right_label << "_" << parent_label;
}
SParsedTree* ReadParseTree(const std::string& parse_file) {
SParseReader *reader = new SParseReader(parse_file.c_str(), false);
SParsedTree *tree = reader->fnReadNextParseTree();
//assert(tree != NULL);
delete reader;
return tree;
}
SSrlSentence* ReadSRLSentence(const std::string& srl_file) {
SSrlSentenceReader *reader = new SSrlSentenceReader(srl_file.c_str());
SSrlSentence *srl = reader->fnReadNextSrlSentence();
//assert(srl != NULL);
delete reader;
return srl;
}
private:
Tsuruoka_Maxent *const_reorder_classifier_left_;
Tsuruoka_Maxent *const_reorder_classifier_right_;
Tsuruoka_Maxent *srl_reorder_classifier_left_;
Tsuruoka_Maxent *srl_reorder_classifier_right_;
MapClassifier *map_left_;
MapClassifier *map_right_;
MapClassifier *map_srl_left_;
MapClassifier *map_srl_right_;
SParsedTree *parsed_tree_;
FocusedConstituent *focused_consts_;
vector<TargetTranslation*> vec_target_tran_;
bool b_order_feature_;
bool b_block_feature_;
bool b_srl_block_feature_;
bool b_srl_order_feature_;
SSrlSentence *srl_sentence_;
FocusedSRL *focused_srl_;
SIndexMap *index_map_;
Dict *dict_block_status_;
};
ConstReorderFeature::ConstReorderFeature(const std::string& param) {
pimpl_ = new ConstReorderFeatureImpl(param);
SetStateSize(ConstReorderFeatureImpl::ReserveStateSize());
name_ = "ConstReorderFeature";
}
ConstReorderFeature::~ConstReorderFeature( ) { //TODO
delete pimpl_;
}
void ConstReorderFeature::PrepareForInput(const SentenceMetadata& smeta) {
string parse_file = smeta.GetSGMLValue("parse");
string srl_file = smeta.GetSGMLValue("srl");
assert(!(parse_file == "" && srl_file == ""));
string indexmap_file = smeta.GetSGMLValue("index-map");
pimpl_->InitializeInputSentence(parse_file, srl_file, indexmap_file);
}
void ConstReorderFeature::TraversalFeaturesImpl(const SentenceMetadata& /* smeta */,
const Hypergraph::Edge& edge,
const vector<const void*>& ant_states,
SparseVector<double>* features,
SparseVector<double>* estimated_features,
void* state) const {
pimpl_->SetConstReorderFeature(edge, features, ant_states, state);
}
string ConstReorderFeature::usage(bool /*param*/,bool /*verbose*/) {
return "ConstReorderFeature";
}
boost::shared_ptr<FeatureFunction> CreateConstReorderModel(const std::string ¶m) {
ConstReorderFeature *ret = new ConstReorderFeature(param);
return boost::shared_ptr<FeatureFunction>(ret);
}
boost::shared_ptr<FeatureFunction> ConstReorderFeatureFactory::Create(std::string param) const {
return CreateConstReorderModel(param);
}
std::string ConstReorderFeatureFactory::usage(bool params,bool verbose) const {
return ConstReorderFeature::usage(params, verbose);
}
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