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-rw-r--r--utils/synutils/alignment.h348
-rw-r--r--utils/synutils/argument_reorder_model.cc572
-rw-r--r--utils/synutils/argument_reorder_model.h417
-rw-r--r--utils/synutils/constituent_reorder_model.cc1562
-rw-r--r--utils/synutils/maxent-3.0/lbfgs.cpp48
-rw-r--r--utils/synutils/maxent-3.0/lbfgs.h24
-rw-r--r--utils/synutils/maxent-3.0/mathvec.h48
-rw-r--r--utils/synutils/maxent-3.0/maxent.cpp291
-rw-r--r--utils/synutils/maxent-3.0/maxent.h187
-rw-r--r--utils/synutils/maxent-3.0/owlqn.cpp46
-rw-r--r--utils/synutils/maxent-3.0/sgd.cpp147
-rw-r--r--utils/synutils/srl_sentence.h376
-rw-r--r--utils/synutils/tree.h1377
-rw-r--r--utils/synutils/tsuruoka_maxent.h263
-rw-r--r--utils/synutils/utility.h188
15 files changed, 2961 insertions, 2933 deletions
diff --git a/utils/synutils/alignment.h b/utils/synutils/alignment.h
index f8fe1993..c0648aab 100644
--- a/utils/synutils/alignment.h
+++ b/utils/synutils/alignment.h
@@ -19,190 +19,184 @@ using namespace std;
/*
* Note:
- * m_vec_s_align.size() may not be equal to the length of source side sentence
+ * m_vec_s_align.size() may not be equal to the length of source side
+ *sentence
* due to the last words may not be aligned
*
*/
struct SAlignment {
- typedef vector<int> SingleAlign;
- SAlignment(const char* pszAlign) {
- fnInitializeAlignment(pszAlign);
- }
- ~SAlignment() {
-
- }
-
- bool fnIsAligned(int i, bool s) const {
- const vector<SingleAlign>* palign;
- if (s == true)
- palign = &m_vec_s_align;
- else
- palign = &m_vec_t_align;
- if ((*palign)[i].size() == 0)
- return false;
- return true;
- }
-
- /*
- * return true if [b, e] is aligned phrases on source side (if s==true) or on the target side (if s==false);
- * return false, otherwise.
- */
- bool fnIsAlignedPhrase(int b, int e, bool s, int *pob, int *poe) const {
- int ob, oe; //[b, e] on the other side
- if (s == true)
- fnGetLeftRightMost(b, e, m_vec_s_align, ob, oe);
- else
- fnGetLeftRightMost(b, e, m_vec_t_align, ob, oe);
-
- if (ob == -1) {
- if (pob != NULL) (*pob) = -1;
- if (poe != NULL) (*poe) = -1;
- return false; //no aligned word among [b, e]
- }
- if (pob != NULL) (*pob) = ob;
- if (poe != NULL) (*poe) = oe;
-
- int bb, be; //[b, e] back given [ob, oe] on the other side
- if (s == true)
- fnGetLeftRightMost(ob, oe, m_vec_t_align, bb, be);
- else
- fnGetLeftRightMost(ob, oe, m_vec_s_align, bb, be);
-
- if (bb < b || be > e)
- return false;
- return true;
- }
-
- bool fnIsAlignedTightPhrase(int b, int e, bool s, int *pob, int *poe) const {
- const vector<SingleAlign>* palign;
- if (s == true)
- palign = &m_vec_s_align;
- else
- palign = &m_vec_t_align;
-
- if ((*palign).size() <= e || (*palign)[b].size() == 0 || (*palign)[e].size() == 0)
- return false;
-
- return fnIsAlignedPhrase(b, e, s, pob, poe);
- }
-
- void fnGetLeftRightMost(int b, int e, bool s, int& ob, int& oe) const {
- if (s == true)
- fnGetLeftRightMost(b, e, m_vec_s_align, ob, oe);
- else
- fnGetLeftRightMost(b, e, m_vec_t_align, ob, oe);
- }
-
- /*
- * look the translation of source[b, e] is continuous or not
- * 1) return "Unaligned": if the source[b, e] is translated silently;
- * 2) return "Con't": if none of target words in target[.., ..] is exclusively aligned to any word outside source[b, e]
- * 3) return "Discon't": otherwise;
- */
- string fnIsContinuous(int b, int e) const {
- int ob, oe;
- fnGetLeftRightMost(b, e, true, ob, oe);
- if (ob == -1) return "Unaligned";
-
- for (int i = ob; i <= oe; i++) {
- if (!fnIsAligned(i, false)) continue;
- const SingleAlign& a = m_vec_t_align[i];
- int j;
- for (j = 0; j < a.size(); j++)
- if (a[j] >= b && a[j] <= e) break;
- if (j == a.size()) return "Discon't";
- }
- return "Con't";
- }
-
- const SingleAlign* fnGetSingleWordAlign(int i, bool s) const {
- if (s == true) {
- if (i >= m_vec_s_align.size())
- return NULL;
- return &(m_vec_s_align[i]);
- } else {
- if (i >= m_vec_t_align.size())
- return NULL;
- return &(m_vec_t_align[i]);
- }
- }
-private:
- void fnGetLeftRightMost(int b, int e, const vector<SingleAlign>& align, int& ob, int& oe) const {
- ob = oe = -1;
- for (int i = b; i <= e && i < align.size(); i++) {
- if (align[i].size() > 0) {
- if (align[i][0] < ob || ob == -1)
- ob = align[i][0];
- if (oe < align[i][align[i].size() - 1])
- oe = align[i][align[i].size() - 1];
- }
- }
- }
- void fnInitializeAlignment(const char* pszAlign) {
- m_vec_s_align.clear();
- m_vec_t_align.clear();
-
- vector<string> terms = SplitOnWhitespace(string(pszAlign));
- int si, ti;
- for (size_t i = 0; i < terms.size(); i++) {
- sscanf(terms[i].c_str(), "%d-%d", &si, &ti);
-
- while (m_vec_s_align.size() <= si) {
- SingleAlign sa;
- m_vec_s_align.push_back(sa);
- }
- while (m_vec_t_align.size() <= ti) {
- SingleAlign sa;
- m_vec_t_align.push_back(sa);
- }
-
- m_vec_s_align[si].push_back(ti);
- m_vec_t_align[ti].push_back(si);
- }
-
- //sort
- for (size_t i = 0; i < m_vec_s_align.size(); i++) {
- std::sort(m_vec_s_align[i].begin(), m_vec_s_align[i].end());
- }
- for (size_t i = 0; i < m_vec_t_align.size(); i++) {
- std::sort(m_vec_t_align[i].begin(), m_vec_t_align[i].end());
- }
- }
-
-private:
- vector<SingleAlign> m_vec_s_align; //source side words' alignment
- vector<SingleAlign> m_vec_t_align; //target side words' alignment
+ typedef vector<int> SingleAlign;
+ SAlignment(const char* pszAlign) { fnInitializeAlignment(pszAlign); }
+ ~SAlignment() {}
+
+ bool fnIsAligned(int i, bool s) const {
+ const vector<SingleAlign>* palign;
+ if (s == true)
+ palign = &m_vec_s_align;
+ else
+ palign = &m_vec_t_align;
+ if ((*palign)[i].size() == 0) return false;
+ return true;
+ }
+
+ /*
+ * return true if [b, e] is aligned phrases on source side (if s==true) or on
+ * the target side (if s==false);
+ * return false, otherwise.
+ */
+ bool fnIsAlignedPhrase(int b, int e, bool s, int* pob, int* poe) const {
+ int ob, oe; //[b, e] on the other side
+ if (s == true)
+ fnGetLeftRightMost(b, e, m_vec_s_align, ob, oe);
+ else
+ fnGetLeftRightMost(b, e, m_vec_t_align, ob, oe);
+
+ if (ob == -1) {
+ if (pob != NULL) (*pob) = -1;
+ if (poe != NULL) (*poe) = -1;
+ return false; // no aligned word among [b, e]
+ }
+ if (pob != NULL) (*pob) = ob;
+ if (poe != NULL) (*poe) = oe;
+
+ int bb, be; //[b, e] back given [ob, oe] on the other side
+ if (s == true)
+ fnGetLeftRightMost(ob, oe, m_vec_t_align, bb, be);
+ else
+ fnGetLeftRightMost(ob, oe, m_vec_s_align, bb, be);
+
+ if (bb < b || be > e) return false;
+ return true;
+ }
+
+ bool fnIsAlignedTightPhrase(int b, int e, bool s, int* pob, int* poe) const {
+ const vector<SingleAlign>* palign;
+ if (s == true)
+ palign = &m_vec_s_align;
+ else
+ palign = &m_vec_t_align;
+
+ if ((*palign).size() <= e || (*palign)[b].size() == 0 ||
+ (*palign)[e].size() == 0)
+ return false;
+
+ return fnIsAlignedPhrase(b, e, s, pob, poe);
+ }
+
+ void fnGetLeftRightMost(int b, int e, bool s, int& ob, int& oe) const {
+ if (s == true)
+ fnGetLeftRightMost(b, e, m_vec_s_align, ob, oe);
+ else
+ fnGetLeftRightMost(b, e, m_vec_t_align, ob, oe);
+ }
+
+ /*
+ * look the translation of source[b, e] is continuous or not
+ * 1) return "Unaligned": if the source[b, e] is translated silently;
+ * 2) return "Con't": if none of target words in target[.., ..] is exclusively
+ * aligned to any word outside source[b, e]
+ * 3) return "Discon't": otherwise;
+ */
+ string fnIsContinuous(int b, int e) const {
+ int ob, oe;
+ fnGetLeftRightMost(b, e, true, ob, oe);
+ if (ob == -1) return "Unaligned";
+
+ for (int i = ob; i <= oe; i++) {
+ if (!fnIsAligned(i, false)) continue;
+ const SingleAlign& a = m_vec_t_align[i];
+ int j;
+ for (j = 0; j < a.size(); j++)
+ if (a[j] >= b && a[j] <= e) break;
+ if (j == a.size()) return "Discon't";
+ }
+ return "Con't";
+ }
+
+ const SingleAlign* fnGetSingleWordAlign(int i, bool s) const {
+ if (s == true) {
+ if (i >= m_vec_s_align.size()) return NULL;
+ return &(m_vec_s_align[i]);
+ } else {
+ if (i >= m_vec_t_align.size()) return NULL;
+ return &(m_vec_t_align[i]);
+ }
+ }
+
+ private:
+ void fnGetLeftRightMost(int b, int e, const vector<SingleAlign>& align,
+ int& ob, int& oe) const {
+ ob = oe = -1;
+ for (int i = b; i <= e && i < align.size(); i++) {
+ if (align[i].size() > 0) {
+ if (align[i][0] < ob || ob == -1) ob = align[i][0];
+ if (oe < align[i][align[i].size() - 1])
+ oe = align[i][align[i].size() - 1];
+ }
+ }
+ }
+ void fnInitializeAlignment(const char* pszAlign) {
+ m_vec_s_align.clear();
+ m_vec_t_align.clear();
+
+ vector<string> terms = SplitOnWhitespace(string(pszAlign));
+ int si, ti;
+ for (size_t i = 0; i < terms.size(); i++) {
+ sscanf(terms[i].c_str(), "%d-%d", &si, &ti);
+
+ while (m_vec_s_align.size() <= si) {
+ SingleAlign sa;
+ m_vec_s_align.push_back(sa);
+ }
+ while (m_vec_t_align.size() <= ti) {
+ SingleAlign sa;
+ m_vec_t_align.push_back(sa);
+ }
+
+ m_vec_s_align[si].push_back(ti);
+ m_vec_t_align[ti].push_back(si);
+ }
+
+ // sort
+ for (size_t i = 0; i < m_vec_s_align.size(); i++) {
+ std::sort(m_vec_s_align[i].begin(), m_vec_s_align[i].end());
+ }
+ for (size_t i = 0; i < m_vec_t_align.size(); i++) {
+ std::sort(m_vec_t_align[i].begin(), m_vec_t_align[i].end());
+ }
+ }
+
+ private:
+ vector<SingleAlign> m_vec_s_align; // source side words' alignment
+ vector<SingleAlign> m_vec_t_align; // target side words' alignment
};
struct SAlignmentReader {
- SAlignmentReader(const char *pszFname) {
- m_fpIn = fopen(pszFname, "r");
- assert(m_fpIn != NULL);
- }
- ~SAlignmentReader() {
- if (m_fpIn != NULL)
- fclose(m_fpIn);
- }
- SAlignment* fnReadNextAlignment() {
- if (feof(m_fpIn) == true)
- return NULL;
- char *pszLine = new char[100001];
- pszLine[0] = '\0';
- fgets(pszLine, 10001, m_fpIn);
- int iLen = strlen(pszLine);
- if (iLen == 0)
- return NULL;
- while (iLen > 0 && pszLine[iLen - 1] > 0 && pszLine[iLen -1] < 33) {
- pszLine[ iLen - 1 ] = '\0';
- iLen--;
- }
- SAlignment *pAlign = new SAlignment(pszLine);
- delete [] pszLine;
- return pAlign;
- }
-private:
- FILE *m_fpIn;
+ SAlignmentReader(const char* pszFname) {
+ m_fpIn = fopen(pszFname, "r");
+ assert(m_fpIn != NULL);
+ }
+ ~SAlignmentReader() {
+ if (m_fpIn != NULL) fclose(m_fpIn);
+ }
+ SAlignment* fnReadNextAlignment() {
+ if (feof(m_fpIn) == true) return NULL;
+ char* pszLine = new char[100001];
+ pszLine[0] = '\0';
+ fgets(pszLine, 10001, m_fpIn);
+ int iLen = strlen(pszLine);
+ if (iLen == 0) return NULL;
+ while (iLen > 0 && pszLine[iLen - 1] > 0 && pszLine[iLen - 1] < 33) {
+ pszLine[iLen - 1] = '\0';
+ iLen--;
+ }
+ SAlignment* pAlign = new SAlignment(pszLine);
+ delete[] pszLine;
+ return pAlign;
+ }
+
+ private:
+ FILE* m_fpIn;
};
-
#endif /* ALIGNMENT_H_ */
diff --git a/utils/synutils/argument_reorder_model.cc b/utils/synutils/argument_reorder_model.cc
index e30ee971..2b6bcda1 100644
--- a/utils/synutils/argument_reorder_model.cc
+++ b/utils/synutils/argument_reorder_model.cc
@@ -12,300 +12,312 @@
#include "utility.h"
#include "tsuruoka_maxent.h"
-inline void fnPreparingTrainingdata(const char* pszFName, int iCutoff, const char* pszNewFName) {
- SFReader *pFReader = new STxtFileReader(pszFName);
- char *pszLine = new char[ 100001 ];
- int iLen;
- Map hashPredicate;
- while (pFReader->fnReadNextLine(pszLine, &iLen)) {
- if (iLen == 0)
- continue;
-
- vector<string> vecTerms;
- SplitOnWhitespace(string(pszLine), &vecTerms);
-
- for (size_t i = 0; i < vecTerms.size() - 1; i++) {
- Iterator iter = hashPredicate.find(vecTerms[i]);
- if (iter == hashPredicate.end()) {
- hashPredicate[vecTerms[i]] = 1;
-
- } else {
- iter->second++;
- }
- }
- }
- delete pFReader;
-
- pFReader = new STxtFileReader(pszFName);
- FILE *fpOut = fopen(pszNewFName, "w");
- while (pFReader->fnReadNextLine(pszLine, &iLen)) {
- if (iLen == 0)
- continue;
-
- vector<string> vecTerms;
- SplitOnWhitespace(string(pszLine), &vecTerms);
- ostringstream ostr;
- for (size_t i = 0; i < vecTerms.size() - 1; i++) {
- Iterator iter = hashPredicate.find(vecTerms[i]);
- assert(iter != hashPredicate.end());
- if (iter->second >= iCutoff) {
- ostr << vecTerms[i] << " ";
- }
- }
- if (ostr.str().length() > 0) {
- ostr << vecTerms[vecTerms.size() - 1];
- fprintf(fpOut, "%s\n", ostr.str().c_str());
- }
- }
- fclose(fpOut);
- delete pFReader;
-
-
- delete [] pszLine;
+inline void fnPreparingTrainingdata(const char* pszFName, int iCutoff,
+ const char* pszNewFName) {
+ SFReader* pFReader = new STxtFileReader(pszFName);
+ char* pszLine = new char[100001];
+ int iLen;
+ Map hashPredicate;
+ while (pFReader->fnReadNextLine(pszLine, &iLen)) {
+ if (iLen == 0) continue;
+
+ vector<string> vecTerms;
+ SplitOnWhitespace(string(pszLine), &vecTerms);
+
+ for (size_t i = 0; i < vecTerms.size() - 1; i++) {
+ Iterator iter = hashPredicate.find(vecTerms[i]);
+ if (iter == hashPredicate.end()) {
+ hashPredicate[vecTerms[i]] = 1;
+
+ } else {
+ iter->second++;
+ }
+ }
+ }
+ delete pFReader;
+
+ pFReader = new STxtFileReader(pszFName);
+ FILE* fpOut = fopen(pszNewFName, "w");
+ while (pFReader->fnReadNextLine(pszLine, &iLen)) {
+ if (iLen == 0) continue;
+
+ vector<string> vecTerms;
+ SplitOnWhitespace(string(pszLine), &vecTerms);
+ ostringstream ostr;
+ for (size_t i = 0; i < vecTerms.size() - 1; i++) {
+ Iterator iter = hashPredicate.find(vecTerms[i]);
+ assert(iter != hashPredicate.end());
+ if (iter->second >= iCutoff) {
+ ostr << vecTerms[i] << " ";
+ }
+ }
+ if (ostr.str().length() > 0) {
+ ostr << vecTerms[vecTerms.size() - 1];
+ fprintf(fpOut, "%s\n", ostr.str().c_str());
+ }
+ }
+ fclose(fpOut);
+ delete pFReader;
+
+ delete[] pszLine;
}
-struct SArgumentReorderTrainer{
- SArgumentReorderTrainer(const char* pszSRLFname, //source-side srl tree file name
- const char* pszAlignFname, //alignment filename
- const char* pszSourceFname, //source file name
- const char* pszTargetFname, //target file name
- const char* pszTopPredicateFname, //target file name
- const char* pszInstanceFname, //training instance file name
- const char* pszModelFname, //classifier model file name
- int iCutoff) {
- fnGenerateInstanceFiles(pszSRLFname, pszAlignFname, pszSourceFname, pszTargetFname, pszTopPredicateFname, pszInstanceFname);
-
- string strInstanceFname, strModelFname;
- strInstanceFname = string(pszInstanceFname) + string(".left");
- strModelFname = string(pszModelFname) + string(".left");
- fnTraining(strInstanceFname.c_str(), strModelFname.c_str(), iCutoff);
- strInstanceFname = string(pszInstanceFname) + string(".right");
- strModelFname = string(pszModelFname) + string(".right");
- fnTraining(strInstanceFname.c_str(), strModelFname.c_str(), iCutoff);
- }
-
- ~SArgumentReorderTrainer() {
-
- }
-
-private:
- void fnTraining(const char* pszInstanceFname, const char* pszModelFname, int iCutoff) {
- char *pszNewInstanceFName = new char[strlen(pszInstanceFname) + 50];
- if (iCutoff > 0) {
- sprintf(pszNewInstanceFName, "%s.tmp", pszInstanceFname);
- fnPreparingTrainingdata(pszInstanceFname, iCutoff, pszNewInstanceFName);
- } else {
- strcpy(pszNewInstanceFName, pszInstanceFname);
- }
-
- Tsuruoka_Maxent *pMaxent = new Tsuruoka_Maxent(NULL);
- pMaxent->fnTrain(pszNewInstanceFName, "l1", pszModelFname, 300);
- delete pMaxent;
-
- if (strcmp(pszNewInstanceFName, pszInstanceFname) != 0) {
- sprintf(pszNewInstanceFName, "rm %s.tmp", pszInstanceFname);
- system(pszNewInstanceFName);
- }
- delete [] pszNewInstanceFName;
- }
-
- void fnGenerateInstanceFiles(const char* pszSRLFname, //source-side flattened parse tree file name
- const char* pszAlignFname, //alignment filename
- const char* pszSourceFname, //source file name
- const char* pszTargetFname, //target file name
- const char* pszTopPredicateFname, //top predicate file name (we only consider predicates with 100+ occurrences
- const char* pszInstanceFname //training instance file name
- ) {
- SAlignmentReader *pAlignReader = new SAlignmentReader(pszAlignFname);
- SSrlSentenceReader *pSRLReader = new SSrlSentenceReader(pszSRLFname);
- STxtFileReader *pTxtSReader = new STxtFileReader(pszSourceFname);
- STxtFileReader *pTxtTReader = new STxtFileReader(pszTargetFname);
-
- Map *pMapPredicate;
- if (pszTopPredicateFname != NULL)
- pMapPredicate = fnLoadTopPredicates(pszTopPredicateFname);
- else
- pMapPredicate = NULL;
-
- char *pszLine = new char[50001];
-
- FILE *fpLeftOut, *fpRightOut;
- sprintf(pszLine, "%s.left", pszInstanceFname);
- fpLeftOut = fopen(pszLine, "w");
- sprintf(pszLine, "%s.right", pszInstanceFname);
- fpRightOut = fopen(pszLine, "w");
-
- //read sentence by sentence
- SAlignment *pAlign;
- SSrlSentence *pSRL;
- SParsedTree *pTree;
- int iSentNum = 0;
- while ((pAlign = pAlignReader->fnReadNextAlignment()) != NULL) {
- pSRL = pSRLReader->fnReadNextSrlSentence();
- assert(pSRL != NULL);
- pTree = pSRL->m_pTree;
- assert(pTxtSReader->fnReadNextLine(pszLine, NULL));
- vector<string> vecSTerms;
- SplitOnWhitespace(string(pszLine), &vecSTerms);
- assert(pTxtTReader->fnReadNextLine(pszLine, NULL));
- vector<string> vecTTerms;
- SplitOnWhitespace(string(pszLine), &vecTTerms);
- //vecTPOSTerms.size() == 0, given the case when an english sentence fails parsing
-
- if (pTree != NULL) {
- for (size_t i = 0; i < pSRL->m_vecPred.size(); i++) {
- SPredicate *pPred = pSRL->m_vecPred[i];
- if (strcmp(pTree->m_vecTerminals[pPred->m_iPosition]->m_ptParent->m_pszTerm, "VA") == 0) continue;
- string strPred = string(pTree->m_vecTerminals[pPred->m_iPosition]->m_pszTerm);
- if (pMapPredicate != NULL) {
- Map::iterator iter_map = pMapPredicate->find(strPred);
- if (pMapPredicate != NULL && iter_map == pMapPredicate->end())
- continue;
- }
-
- SPredicateItem *pPredItem = new SPredicateItem(pTree, pPred);
-
- vector<string> vecStrBlock;
- for (size_t j = 0; j < pPredItem->vec_items_.size(); j++) {
- SSRLItem *pItem1 = pPredItem->vec_items_[j];
- vecStrBlock.push_back(SArgumentReorderModel::fnGetBlockOutcome(pItem1->tree_item_->m_iBegin, pItem1->tree_item_->m_iEnd, pAlign));
- }
-
- vector<string> vecStrLeftReorderType;
- vector<string> vecStrRightReorderType;
- SArgumentReorderModel::fnGetReorderType(pPredItem, pAlign, vecStrLeftReorderType, vecStrRightReorderType);
- for (int j = 1; j < pPredItem->vec_items_.size(); j++) {
- string strLeftOutcome, strRightOutcome;
- strLeftOutcome = vecStrLeftReorderType[j - 1];
- strRightOutcome = vecStrRightReorderType[j - 1];
- ostringstream ostr;
- SArgumentReorderModel::fnGenerateFeature(pTree, pPred, pPredItem, j, vecStrBlock[j - 1], vecStrBlock[j], ostr);
-
- //fprintf(stderr, "%s %s\n", ostr.str().c_str(), strOutcome.c_str());
- //fprintf(fpOut, "sentid=%d %s %s\n", iSentNum, ostr.str().c_str(), strOutcome.c_str());
- fprintf(fpLeftOut, "%s %s\n", ostr.str().c_str(), strLeftOutcome.c_str());
- fprintf(fpRightOut, "%s %s\n", ostr.str().c_str(), strRightOutcome.c_str());
- }
- }
- }
- delete pSRL;
-
- delete pAlign;
- iSentNum++;
-
- if (iSentNum % 100000 == 0)
- fprintf(stderr, "#%d\n", iSentNum);
- }
- delete [] pszLine;
-
- fclose(fpLeftOut);
- fclose(fpRightOut);
-
-
- delete pAlignReader;
- delete pSRLReader;
- delete pTxtSReader;
- delete pTxtTReader;
- }
-
-
-
- Map* fnLoadTopPredicates(const char* pszTopPredicateFname) {
- if (pszTopPredicateFname == NULL)
- return NULL;
-
- Map* pMapPredicate = new Map();
- STxtFileReader *pReader = new STxtFileReader(pszTopPredicateFname);
- char *pszLine = new char[50001];
- int iNumCount = 0;
- while (pReader->fnReadNextLine(pszLine, NULL)) {
- if (pszLine[0] == '#')
- continue;
- char *p = strchr(pszLine, ' ');
- assert(p != NULL);
- p[0] = '\0';
- p++;
- int iCount = atoi(p);
- if (iCount < 100)
- break;
- (*pMapPredicate)[string(pszLine)] = iNumCount++;
- }
- delete pReader;
- delete [] pszLine;
- return pMapPredicate;
- }
-};
+struct SArgumentReorderTrainer {
+ SArgumentReorderTrainer(
+ const char* pszSRLFname, // source-side srl tree file name
+ const char* pszAlignFname, // alignment filename
+ const char* pszSourceFname, // source file name
+ const char* pszTargetFname, // target file name
+ const char* pszTopPredicateFname, // target file name
+ const char* pszInstanceFname, // training instance file name
+ const char* pszModelFname, // classifier model file name
+ int iCutoff) {
+ fnGenerateInstanceFiles(pszSRLFname, pszAlignFname, pszSourceFname,
+ pszTargetFname, pszTopPredicateFname,
+ pszInstanceFname);
+
+ string strInstanceFname, strModelFname;
+ strInstanceFname = string(pszInstanceFname) + string(".left");
+ strModelFname = string(pszModelFname) + string(".left");
+ fnTraining(strInstanceFname.c_str(), strModelFname.c_str(), iCutoff);
+ strInstanceFname = string(pszInstanceFname) + string(".right");
+ strModelFname = string(pszModelFname) + string(".right");
+ fnTraining(strInstanceFname.c_str(), strModelFname.c_str(), iCutoff);
+ }
+ ~SArgumentReorderTrainer() {}
+
+ private:
+ void fnTraining(const char* pszInstanceFname, const char* pszModelFname,
+ int iCutoff) {
+ char* pszNewInstanceFName = new char[strlen(pszInstanceFname) + 50];
+ if (iCutoff > 0) {
+ sprintf(pszNewInstanceFName, "%s.tmp", pszInstanceFname);
+ fnPreparingTrainingdata(pszInstanceFname, iCutoff, pszNewInstanceFName);
+ } else {
+ strcpy(pszNewInstanceFName, pszInstanceFname);
+ }
+
+ Tsuruoka_Maxent* pMaxent = new Tsuruoka_Maxent(NULL);
+ pMaxent->fnTrain(pszNewInstanceFName, "l1", pszModelFname, 300);
+ delete pMaxent;
+
+ if (strcmp(pszNewInstanceFName, pszInstanceFname) != 0) {
+ sprintf(pszNewInstanceFName, "rm %s.tmp", pszInstanceFname);
+ system(pszNewInstanceFName);
+ }
+ delete[] pszNewInstanceFName;
+ }
+ void fnGenerateInstanceFiles(
+ const char* pszSRLFname, // source-side flattened parse tree file name
+ const char* pszAlignFname, // alignment filename
+ const char* pszSourceFname, // source file name
+ const char* pszTargetFname, // target file name
+ const char* pszTopPredicateFname, // top predicate file name (we only
+ // consider predicates with 100+
+ // occurrences
+ const char* pszInstanceFname // training instance file name
+ ) {
+ SAlignmentReader* pAlignReader = new SAlignmentReader(pszAlignFname);
+ SSrlSentenceReader* pSRLReader = new SSrlSentenceReader(pszSRLFname);
+ STxtFileReader* pTxtSReader = new STxtFileReader(pszSourceFname);
+ STxtFileReader* pTxtTReader = new STxtFileReader(pszTargetFname);
+
+ Map* pMapPredicate;
+ if (pszTopPredicateFname != NULL)
+ pMapPredicate = fnLoadTopPredicates(pszTopPredicateFname);
+ else
+ pMapPredicate = NULL;
+
+ char* pszLine = new char[50001];
+
+ FILE* fpLeftOut, *fpRightOut;
+ sprintf(pszLine, "%s.left", pszInstanceFname);
+ fpLeftOut = fopen(pszLine, "w");
+ sprintf(pszLine, "%s.right", pszInstanceFname);
+ fpRightOut = fopen(pszLine, "w");
+
+ // read sentence by sentence
+ SAlignment* pAlign;
+ SSrlSentence* pSRL;
+ SParsedTree* pTree;
+ int iSentNum = 0;
+ while ((pAlign = pAlignReader->fnReadNextAlignment()) != NULL) {
+ pSRL = pSRLReader->fnReadNextSrlSentence();
+ assert(pSRL != NULL);
+ pTree = pSRL->m_pTree;
+ assert(pTxtSReader->fnReadNextLine(pszLine, NULL));
+ vector<string> vecSTerms;
+ SplitOnWhitespace(string(pszLine), &vecSTerms);
+ assert(pTxtTReader->fnReadNextLine(pszLine, NULL));
+ vector<string> vecTTerms;
+ SplitOnWhitespace(string(pszLine), &vecTTerms);
+ // vecTPOSTerms.size() == 0, given the case when an english sentence fails
+ // parsing
+
+ if (pTree != NULL) {
+ for (size_t i = 0; i < pSRL->m_vecPred.size(); i++) {
+ SPredicate* pPred = pSRL->m_vecPred[i];
+ if (strcmp(pTree->m_vecTerminals[pPred->m_iPosition]
+ ->m_ptParent->m_pszTerm,
+ "VA") == 0)
+ continue;
+ string strPred =
+ string(pTree->m_vecTerminals[pPred->m_iPosition]->m_pszTerm);
+ if (pMapPredicate != NULL) {
+ Map::iterator iter_map = pMapPredicate->find(strPred);
+ if (pMapPredicate != NULL && iter_map == pMapPredicate->end())
+ continue;
+ }
+
+ SPredicateItem* pPredItem = new SPredicateItem(pTree, pPred);
+
+ vector<string> vecStrBlock;
+ for (size_t j = 0; j < pPredItem->vec_items_.size(); j++) {
+ SSRLItem* pItem1 = pPredItem->vec_items_[j];
+ vecStrBlock.push_back(SArgumentReorderModel::fnGetBlockOutcome(
+ pItem1->tree_item_->m_iBegin, pItem1->tree_item_->m_iEnd,
+ pAlign));
+ }
+
+ vector<string> vecStrLeftReorderType;
+ vector<string> vecStrRightReorderType;
+ SArgumentReorderModel::fnGetReorderType(
+ pPredItem, pAlign, vecStrLeftReorderType, vecStrRightReorderType);
+ for (int j = 1; j < pPredItem->vec_items_.size(); j++) {
+ string strLeftOutcome, strRightOutcome;
+ strLeftOutcome = vecStrLeftReorderType[j - 1];
+ strRightOutcome = vecStrRightReorderType[j - 1];
+ ostringstream ostr;
+ SArgumentReorderModel::fnGenerateFeature(pTree, pPred, pPredItem, j,
+ vecStrBlock[j - 1],
+ vecStrBlock[j], ostr);
+
+ // fprintf(stderr, "%s %s\n", ostr.str().c_str(),
+ // strOutcome.c_str());
+ // fprintf(fpOut, "sentid=%d %s %s\n", iSentNum, ostr.str().c_str(),
+ // strOutcome.c_str());
+ fprintf(fpLeftOut, "%s %s\n", ostr.str().c_str(),
+ strLeftOutcome.c_str());
+ fprintf(fpRightOut, "%s %s\n", ostr.str().c_str(),
+ strRightOutcome.c_str());
+ }
+ }
+ }
+ delete pSRL;
+
+ delete pAlign;
+ iSentNum++;
+
+ if (iSentNum % 100000 == 0) fprintf(stderr, "#%d\n", iSentNum);
+ }
+ delete[] pszLine;
+
+ fclose(fpLeftOut);
+ fclose(fpRightOut);
+
+ delete pAlignReader;
+ delete pSRLReader;
+ delete pTxtSReader;
+ delete pTxtTReader;
+ }
+
+ Map* fnLoadTopPredicates(const char* pszTopPredicateFname) {
+ if (pszTopPredicateFname == NULL) return NULL;
+
+ Map* pMapPredicate = new Map();
+ STxtFileReader* pReader = new STxtFileReader(pszTopPredicateFname);
+ char* pszLine = new char[50001];
+ int iNumCount = 0;
+ while (pReader->fnReadNextLine(pszLine, NULL)) {
+ if (pszLine[0] == '#') continue;
+ char* p = strchr(pszLine, ' ');
+ assert(p != NULL);
+ p[0] = '\0';
+ p++;
+ int iCount = atoi(p);
+ if (iCount < 100) break;
+ (*pMapPredicate)[string(pszLine)] = iNumCount++;
+ }
+ delete pReader;
+ delete[] pszLine;
+ return pMapPredicate;
+ }
+};
namespace po = boost::program_options;
-inline void print_options(std::ostream &out,po::options_description const& opts) {
- typedef std::vector< boost::shared_ptr<po::option_description> > Ds;
- Ds const& ds=opts.options();
+inline void print_options(std::ostream& out,
+ po::options_description const& opts) {
+ typedef std::vector<boost::shared_ptr<po::option_description> > Ds;
+ Ds const& ds = opts.options();
out << '"';
- for (unsigned i=0;i<ds.size();++i) {
- if (i) out<<' ';
- out<<"--"<<ds[i]->long_name();
+ for (unsigned i = 0; i < ds.size(); ++i) {
+ if (i) out << ' ';
+ out << "--" << ds[i]->long_name();
}
out << '"\n';
}
-inline string str(char const* name,po::variables_map const& conf) {
+inline string str(char const* name, po::variables_map const& conf) {
return conf[name].as<string>();
}
-//--srl_file /scratch0/mt_exp/gale-align/gale-align.nw.srl.cn --align_file /scratch0/mt_exp/gale-align/gale-align.nw.al --source_file /scratch0/mt_exp/gale-align/gale-align.nw.cn --target_file /scratch0/mt_exp/gale-align/gale-align.nw.en --instance_file /scratch0/mt_exp/gale-align/gale-align.nw.argreorder.instance --model_prefix /scratch0/mt_exp/gale-align/gale-align.nw.argreorder.model --feature_cutoff 2
-//--srl_file /scratch0/mt_exp/gale-ctb/gale-ctb.srl.cn --align_file /scratch0/mt_exp/gale-ctb/gale-ctb.align --source_file /scratch0/mt_exp/gale-ctb/gale-ctb.cn --target_file /scratch0/mt_exp/gale-ctb/gale-ctb.en0 --instance_file /scratch0/mt_exp/gale-ctb/gale-ctb.argreorder.instance --model_prefix /scratch0/mt_exp/gale-ctb/gale-ctb.argreorder.model --feature_cutoff 2
+//--srl_file /scratch0/mt_exp/gale-align/gale-align.nw.srl.cn --align_file
+///scratch0/mt_exp/gale-align/gale-align.nw.al --source_file
+///scratch0/mt_exp/gale-align/gale-align.nw.cn --target_file
+///scratch0/mt_exp/gale-align/gale-align.nw.en --instance_file
+///scratch0/mt_exp/gale-align/gale-align.nw.argreorder.instance --model_prefix
+///scratch0/mt_exp/gale-align/gale-align.nw.argreorder.model --feature_cutoff 2
+//--srl_file /scratch0/mt_exp/gale-ctb/gale-ctb.srl.cn --align_file
+///scratch0/mt_exp/gale-ctb/gale-ctb.align --source_file
+///scratch0/mt_exp/gale-ctb/gale-ctb.cn --target_file
+///scratch0/mt_exp/gale-ctb/gale-ctb.en0 --instance_file
+///scratch0/mt_exp/gale-ctb/gale-ctb.argreorder.instance --model_prefix
+///scratch0/mt_exp/gale-ctb/gale-ctb.argreorder.model --feature_cutoff 2
int main(int argc, char** argv) {
- po::options_description opts("Configuration options");
- opts.add_options()
- ("srl_file",po::value<string>(),"srl file path (input)")
- ("align_file",po::value<string>(),"Alignment file path (input)")
- ("source_file",po::value<string>(),"Source text file path (input)")
- ("target_file",po::value<string>(),"Target text file path (input)")
- ("instance_file",po::value<string>(),"Instance file path (output)")
- ("model_prefix",po::value<string>(),"Model file path prefix (output): three files will be generated")
- ("feature_cutoff",po::value<int>()->default_value(100),"Feature cutoff threshold")
- ("help", "produce help message");
-
- po::variables_map vm;
- if (argc) {
- po::store(po::parse_command_line(argc, argv, opts), vm);
- po::notify(vm);
- }
-
- if (vm.count("help")) {
- print_options(cout, opts);
- return 1;
- }
-
- if (!vm.count("srl_file")
- || !vm.count("align_file")
- || !vm.count("source_file")
- || !vm.count("target_file")
- || !vm.count("instance_file")
- || !vm.count("model_prefix")
- ) {
- print_options(cout, opts);
- if (!vm.count("parse_file")) cout << "--parse_file NOT FOUND\n";
- if (!vm.count("align_file")) cout << "--align_file NOT FOUND\n";
- if (!vm.count("source_file")) cout << "--source_file NOT FOUND\n";
- if (!vm.count("target_file")) cout << "--target_file NOT FOUND\n";
- if (!vm.count("instance_file")) cout << "--instance_file NOT FOUND\n";
- if (!vm.count("model_prefix")) cout << "--model_prefix NOT FOUND\n";
- exit(0);
- }
-
- SArgumentReorderTrainer *pTrainer = new SArgumentReorderTrainer(str("srl_file", vm).c_str(),
- str("align_file", vm).c_str(),
- str("source_file", vm).c_str(),
- str("target_file", vm).c_str(),
- NULL,
- str("instance_file", vm).c_str(),
- str("model_prefix", vm).c_str(),
- vm["feature_cutoff"].as<int>());
- delete pTrainer;
-
- return 1;
+ po::options_description opts("Configuration options");
+ opts.add_options()("srl_file", po::value<string>(), "srl file path (input)")(
+ "align_file", po::value<string>(), "Alignment file path (input)")(
+ "source_file", po::value<string>(), "Source text file path (input)")(
+ "target_file", po::value<string>(), "Target text file path (input)")(
+ "instance_file", po::value<string>(), "Instance file path (output)")(
+ "model_prefix", po::value<string>(),
+ "Model file path prefix (output): three files will be generated")(
+ "feature_cutoff", po::value<int>()->default_value(100),
+ "Feature cutoff threshold")("help", "produce help message");
+
+ po::variables_map vm;
+ if (argc) {
+ po::store(po::parse_command_line(argc, argv, opts), vm);
+ po::notify(vm);
+ }
+
+ if (vm.count("help")) {
+ print_options(cout, opts);
+ return 1;
+ }
+
+ if (!vm.count("srl_file") || !vm.count("align_file") ||
+ !vm.count("source_file") || !vm.count("target_file") ||
+ !vm.count("instance_file") || !vm.count("model_prefix")) {
+ print_options(cout, opts);
+ if (!vm.count("parse_file")) cout << "--parse_file NOT FOUND\n";
+ if (!vm.count("align_file")) cout << "--align_file NOT FOUND\n";
+ if (!vm.count("source_file")) cout << "--source_file NOT FOUND\n";
+ if (!vm.count("target_file")) cout << "--target_file NOT FOUND\n";
+ if (!vm.count("instance_file")) cout << "--instance_file NOT FOUND\n";
+ if (!vm.count("model_prefix")) cout << "--model_prefix NOT FOUND\n";
+ exit(0);
+ }
+
+ SArgumentReorderTrainer* pTrainer = new SArgumentReorderTrainer(
+ str("srl_file", vm).c_str(), str("align_file", vm).c_str(),
+ str("source_file", vm).c_str(), str("target_file", vm).c_str(), NULL,
+ str("instance_file", vm).c_str(), str("model_prefix", vm).c_str(),
+ vm["feature_cutoff"].as<int>());
+ delete pTrainer;
+
+ return 1;
}
diff --git a/utils/synutils/argument_reorder_model.h b/utils/synutils/argument_reorder_model.h
index b553b34b..062b8841 100644
--- a/utils/synutils/argument_reorder_model.h
+++ b/utils/synutils/argument_reorder_model.h
@@ -12,211 +12,228 @@
#include "tree.h"
#include "srl_sentence.h"
-
-//an argument item or a predicate item (the verb itself)
-struct SSRLItem{
- SSRLItem(const STreeItem *tree_item, string role):
- tree_item_(tree_item),
- role_(role) {
-
- }
- ~SSRLItem() {
-
- }
- const STreeItem *tree_item_;
- const string role_;
+// an argument item or a predicate item (the verb itself)
+struct SSRLItem {
+ SSRLItem(const STreeItem *tree_item, string role)
+ : tree_item_(tree_item), role_(role) {}
+ ~SSRLItem() {}
+ const STreeItem *tree_item_;
+ const string role_;
};
-struct SPredicateItem{
- SPredicateItem(const SParsedTree *tree, const SPredicate *pred):
- pred_(pred) {
- vec_items_.reserve(pred->m_vecArgt.size() + 1);
- for (int i = 0; i < pred->m_vecArgt.size(); i++) {
- vec_items_.push_back(new SSRLItem(pred->m_vecArgt[i]->m_pTreeItem, string(pred->m_vecArgt[i]->m_pszRole)));
- }
- vec_items_.push_back(new SSRLItem(tree->m_vecTerminals[pred->m_iPosition]->m_ptParent, string("Pred")));
- sort(vec_items_.begin(), vec_items_.end(), SortFunction);
-
- begin_ = vec_items_[0]->tree_item_->m_iBegin;
- end_ = vec_items_[vec_items_.size() - 1]->tree_item_->m_iEnd;
- }
-
- ~SPredicateItem() {
- vec_items_.clear();
- }
-
- static bool SortFunction (SSRLItem *i, SSRLItem* j) { return (i->tree_item_->m_iBegin < j->tree_item_->m_iBegin); }
-
- vector<SSRLItem*> vec_items_;
- int begin_;
- int end_;
- const SPredicate *pred_;
+struct SPredicateItem {
+ SPredicateItem(const SParsedTree *tree, const SPredicate *pred)
+ : pred_(pred) {
+ vec_items_.reserve(pred->m_vecArgt.size() + 1);
+ for (int i = 0; i < pred->m_vecArgt.size(); i++) {
+ vec_items_.push_back(new SSRLItem(pred->m_vecArgt[i]->m_pTreeItem,
+ string(pred->m_vecArgt[i]->m_pszRole)));
+ }
+ vec_items_.push_back(new SSRLItem(
+ tree->m_vecTerminals[pred->m_iPosition]->m_ptParent, string("Pred")));
+ sort(vec_items_.begin(), vec_items_.end(), SortFunction);
+
+ begin_ = vec_items_[0]->tree_item_->m_iBegin;
+ end_ = vec_items_[vec_items_.size() - 1]->tree_item_->m_iEnd;
+ }
+
+ ~SPredicateItem() { vec_items_.clear(); }
+
+ static bool SortFunction(SSRLItem *i, SSRLItem *j) {
+ return (i->tree_item_->m_iBegin < j->tree_item_->m_iBegin);
+ }
+
+ vector<SSRLItem *> vec_items_;
+ int begin_;
+ int end_;
+ const SPredicate *pred_;
};
struct SArgumentReorderModel {
-public:
- static string fnGetBlockOutcome(int iBegin, int iEnd, SAlignment *pAlign) {
- return pAlign->fnIsContinuous(iBegin, iEnd);
- }
- static void fnGetReorderType(SPredicateItem *pPredItem, SAlignment *pAlign, vector<string>& vecStrLeftReorder, vector<string>& vecStrRightReorder) {
- vector<int> vecLeft, vecRight;
- for (int i = 0; i < pPredItem->vec_items_.size(); i++) {
- const STreeItem *pCon1 = pPredItem->vec_items_[i]->tree_item_;
- int iLeft1, iRight1;
- pAlign->fnGetLeftRightMost(pCon1->m_iBegin, pCon1->m_iEnd, true, iLeft1, iRight1);
- vecLeft.push_back(iLeft1);
- vecRight.push_back(iRight1);
- }
- vector<int> vecLeftPosition;
- fnGetRelativePosition(vecLeft, vecLeftPosition);
- vector<int> vecRightPosition;
- fnGetRelativePosition(vecRight, vecRightPosition);
-
- vecStrLeftReorder.clear();
- vecStrRightReorder.clear();
- for (int i = 1; i < vecLeftPosition.size(); i++) {
- string strOutcome;
- fnGetOutcome(vecLeftPosition[i - 1], vecLeftPosition[i], strOutcome);
- vecStrLeftReorder.push_back(strOutcome);
- fnGetOutcome(vecRightPosition[i - 1], vecRightPosition[i], strOutcome);
- vecStrRightReorder.push_back(strOutcome);
- }
- }
-
- /*
- * features:
- * f1: (left_label, right_label, parent_label)
- * f2: (left_label, right_label, parent_label, other_right_sibling_label)
- * f3: (left_label, right_label, parent_label, other_left_sibling_label)
- * f4: (left_label, right_label, left_head_pos)
- * f5: (left_label, right_label, left_head_word)
- * f6: (left_label, right_label, right_head_pos)
- * f7: (left_label, right_label, right_head_word)
- * f8: (left_label, right_label, left_chunk_status)
- * f9: (left_label, right_label, right_chunk_status)
- * f10: (left_label, parent_label)
- * f11: (right_label, parent_label)
- *
- * f1: (left_role, right_role, predicate_term)
- * f2: (left_role, right_role, predicate_term, other_right_role)
- * f3: (left_role, right_role, predicate_term, other_left_role)
- * f4: (left_role, right_role, left_head_pos)
- * f5: (left_role, right_role, left_head_word)
- * f6: (left_role, right_role, left_syntactic_label)
- * f7: (left_role, right_role, right_head_pos)
- * f8: (left_role, right_role, right_head_word)
- * f8: (left_role, right_role, right_syntactic_label)
- * f8: (left_role, right_role, left_chunk_status)
- * f9: (left_role, right_role, right_chunk_status)
- * f10: (left_role, right_role, left_chunk_status)
- * f11: (left_role, right_role, right_chunk_status)
- * f12: (left_label, parent_label)
- * f13: (right_label, parent_label)
- */
- static void fnGenerateFeature(const SParsedTree *pTree, const SPredicate *pPred, const SPredicateItem *pPredItem, int iPos, const string& strBlock1, const string& strBlock2, ostringstream& ostr) {
- SSRLItem *pSRLItem1 = pPredItem->vec_items_[iPos - 1];
- SSRLItem *pSRLItem2 = pPredItem->vec_items_[iPos];
- const STreeItem *pCon1 = pSRLItem1->tree_item_;
- const STreeItem *pCon2 = pSRLItem2->tree_item_;
-
- string left_role = pSRLItem1->role_;
- string right_role = pSRLItem2->role_;
-
- string predicate_term = pTree->m_vecTerminals[pPred->m_iPosition]->m_pszTerm;
-
- vector<string> vec_other_right_sibling;
- for (int i = iPos + 1; i < pPredItem->vec_items_.size(); i++)
- vec_other_right_sibling.push_back(string(pPredItem->vec_items_[i]->role_));
- 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_right_sibling.push_back(string(pPredItem->vec_items_[i]->role_));
- if (vec_other_left_sibling.size() == 0)
- vec_other_left_sibling.push_back(string("NULL"));
-
-
- //generate features
- //f1
- ostr << "f1=" << left_role << "_" << right_role << "_" << predicate_term;
- ostr << "f1=" << left_role << "_" << right_role;
-
- //f2
- for (int i = 0; i < vec_other_right_sibling.size(); i++) {
- ostr << " f2=" << left_role << "_" << right_role << "_" << predicate_term << "_" << vec_other_right_sibling[i];
- ostr << " f2=" << left_role << "_" << right_role << "_" << vec_other_right_sibling[i];
- }
- //f3
- for (int i = 0; i < vec_other_left_sibling.size(); i++) {
- ostr << " f3=" << left_role << "_" << right_role << "_" << predicate_term << "_" << vec_other_left_sibling[i];
- ostr << " f3=" << left_role << "_" << right_role << "_" << vec_other_left_sibling[i];
- }
- //f4
- ostr << " f4=" << left_role << "_" << right_role << "_" << pTree->m_vecTerminals[pCon1->m_iHeadWord]->m_ptParent->m_pszTerm;
- //f5
- ostr << " f5=" << left_role << "_" << right_role << "_" << pTree->m_vecTerminals[pCon1->m_iHeadWord]->m_pszTerm;
- //f6
- ostr << " f6=" << left_role << "_" << right_role << "_" << pCon2->m_pszTerm;
- //f7
- ostr << " f7=" << left_role << "_" << right_role << "_" << pTree->m_vecTerminals[pCon2->m_iHeadWord]->m_ptParent->m_pszTerm;
- //f8
- ostr << " f8=" << left_role << "_" << right_role << "_" << pTree->m_vecTerminals[pCon2->m_iHeadWord]->m_pszTerm;
- //f9
- ostr << " f9=" << left_role << "_" << right_role << "_" << pCon2->m_pszTerm;
- //f10
- ostr << " f10=" << left_role << "_" << right_role << "_" << strBlock1;
- //f11
- ostr << " f11=" << left_role << "_" << right_role << "_" << strBlock2;
- //f12
- ostr << " f12=" << left_role << "_" << predicate_term;
- ostr << " f12=" << left_role;
- //f13
- ostr << " f13=" << right_role << "_" << predicate_term;
- ostr << " f13=" << right_role;
- }
-
-private:
- static 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");
- }
- }
-
- static void fnGetRelativePosition(const vector<int>& vecLeft, vector<int>& vecPosition) {
- vecPosition.clear();
-
- vector<float> vec;
- for (int 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 (int i = 0; i < vecLeft.size(); i++) {
- int count = 0;
-
- for (int 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);
- }
- }
+ public:
+ static string fnGetBlockOutcome(int iBegin, int iEnd, SAlignment *pAlign) {
+ return pAlign->fnIsContinuous(iBegin, iEnd);
+ }
+ static void fnGetReorderType(SPredicateItem *pPredItem, SAlignment *pAlign,
+ vector<string> &vecStrLeftReorder,
+ vector<string> &vecStrRightReorder) {
+ vector<int> vecLeft, vecRight;
+ for (int i = 0; i < pPredItem->vec_items_.size(); i++) {
+ const STreeItem *pCon1 = pPredItem->vec_items_[i]->tree_item_;
+ int iLeft1, iRight1;
+ pAlign->fnGetLeftRightMost(pCon1->m_iBegin, pCon1->m_iEnd, true, iLeft1,
+ iRight1);
+ vecLeft.push_back(iLeft1);
+ vecRight.push_back(iRight1);
+ }
+ vector<int> vecLeftPosition;
+ fnGetRelativePosition(vecLeft, vecLeftPosition);
+ vector<int> vecRightPosition;
+ fnGetRelativePosition(vecRight, vecRightPosition);
+
+ vecStrLeftReorder.clear();
+ vecStrRightReorder.clear();
+ for (int i = 1; i < vecLeftPosition.size(); i++) {
+ string strOutcome;
+ fnGetOutcome(vecLeftPosition[i - 1], vecLeftPosition[i], strOutcome);
+ vecStrLeftReorder.push_back(strOutcome);
+ fnGetOutcome(vecRightPosition[i - 1], vecRightPosition[i], strOutcome);
+ vecStrRightReorder.push_back(strOutcome);
+ }
+ }
+
+ /*
+ * features:
+ * f1: (left_label, right_label, parent_label)
+ * f2: (left_label, right_label, parent_label, other_right_sibling_label)
+ * f3: (left_label, right_label, parent_label, other_left_sibling_label)
+ * f4: (left_label, right_label, left_head_pos)
+ * f5: (left_label, right_label, left_head_word)
+ * f6: (left_label, right_label, right_head_pos)
+ * f7: (left_label, right_label, right_head_word)
+ * f8: (left_label, right_label, left_chunk_status)
+ * f9: (left_label, right_label, right_chunk_status)
+ * f10: (left_label, parent_label)
+ * f11: (right_label, parent_label)
+ *
+ * f1: (left_role, right_role, predicate_term)
+ * f2: (left_role, right_role, predicate_term, other_right_role)
+ * f3: (left_role, right_role, predicate_term, other_left_role)
+ * f4: (left_role, right_role, left_head_pos)
+ * f5: (left_role, right_role, left_head_word)
+ * f6: (left_role, right_role, left_syntactic_label)
+ * f7: (left_role, right_role, right_head_pos)
+ * f8: (left_role, right_role, right_head_word)
+ * f8: (left_role, right_role, right_syntactic_label)
+ * f8: (left_role, right_role, left_chunk_status)
+ * f9: (left_role, right_role, right_chunk_status)
+ * f10: (left_role, right_role, left_chunk_status)
+ * f11: (left_role, right_role, right_chunk_status)
+ * f12: (left_label, parent_label)
+ * f13: (right_label, parent_label)
+ */
+ static void fnGenerateFeature(const SParsedTree *pTree,
+ const SPredicate *pPred,
+ const SPredicateItem *pPredItem, int iPos,
+ const string &strBlock1,
+ const string &strBlock2, ostringstream &ostr) {
+ SSRLItem *pSRLItem1 = pPredItem->vec_items_[iPos - 1];
+ SSRLItem *pSRLItem2 = pPredItem->vec_items_[iPos];
+ const STreeItem *pCon1 = pSRLItem1->tree_item_;
+ const STreeItem *pCon2 = pSRLItem2->tree_item_;
+
+ string left_role = pSRLItem1->role_;
+ string right_role = pSRLItem2->role_;
+
+ string predicate_term =
+ pTree->m_vecTerminals[pPred->m_iPosition]->m_pszTerm;
+
+ vector<string> vec_other_right_sibling;
+ for (int i = iPos + 1; i < pPredItem->vec_items_.size(); i++)
+ vec_other_right_sibling.push_back(
+ string(pPredItem->vec_items_[i]->role_));
+ 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_right_sibling.push_back(
+ string(pPredItem->vec_items_[i]->role_));
+ if (vec_other_left_sibling.size() == 0)
+ vec_other_left_sibling.push_back(string("NULL"));
+
+ // generate features
+ // f1
+ ostr << "f1=" << left_role << "_" << right_role << "_" << predicate_term;
+ ostr << "f1=" << left_role << "_" << right_role;
+
+ // f2
+ for (int i = 0; i < vec_other_right_sibling.size(); i++) {
+ ostr << " f2=" << left_role << "_" << right_role << "_" << predicate_term
+ << "_" << vec_other_right_sibling[i];
+ ostr << " f2=" << left_role << "_" << right_role << "_"
+ << vec_other_right_sibling[i];
+ }
+ // f3
+ for (int i = 0; i < vec_other_left_sibling.size(); i++) {
+ ostr << " f3=" << left_role << "_" << right_role << "_" << predicate_term
+ << "_" << vec_other_left_sibling[i];
+ ostr << " f3=" << left_role << "_" << right_role << "_"
+ << vec_other_left_sibling[i];
+ }
+ // f4
+ ostr << " f4=" << left_role << "_" << right_role << "_"
+ << pTree->m_vecTerminals[pCon1->m_iHeadWord]->m_ptParent->m_pszTerm;
+ // f5
+ ostr << " f5=" << left_role << "_" << right_role << "_"
+ << pTree->m_vecTerminals[pCon1->m_iHeadWord]->m_pszTerm;
+ // f6
+ ostr << " f6=" << left_role << "_" << right_role << "_" << pCon2->m_pszTerm;
+ // f7
+ ostr << " f7=" << left_role << "_" << right_role << "_"
+ << pTree->m_vecTerminals[pCon2->m_iHeadWord]->m_ptParent->m_pszTerm;
+ // f8
+ ostr << " f8=" << left_role << "_" << right_role << "_"
+ << pTree->m_vecTerminals[pCon2->m_iHeadWord]->m_pszTerm;
+ // f9
+ ostr << " f9=" << left_role << "_" << right_role << "_" << pCon2->m_pszTerm;
+ // f10
+ ostr << " f10=" << left_role << "_" << right_role << "_" << strBlock1;
+ // f11
+ ostr << " f11=" << left_role << "_" << right_role << "_" << strBlock2;
+ // f12
+ ostr << " f12=" << left_role << "_" << predicate_term;
+ ostr << " f12=" << left_role;
+ // f13
+ ostr << " f13=" << right_role << "_" << predicate_term;
+ ostr << " f13=" << right_role;
+ }
+
+ private:
+ static 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");
+ }
+ }
+
+ static void fnGetRelativePosition(const vector<int> &vecLeft,
+ vector<int> &vecPosition) {
+ vecPosition.clear();
+
+ vector<float> vec;
+ for (int 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 (int i = 0; i < vecLeft.size(); i++) {
+ int count = 0;
+
+ for (int 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);
+ }
+ }
};
-
#endif /* ARGUMENT_REORDER_MODEL_H_ */
diff --git a/utils/synutils/constituent_reorder_model.cc b/utils/synutils/constituent_reorder_model.cc
index 485c9667..a4fb9627 100644
--- a/utils/synutils/constituent_reorder_model.cc
+++ b/utils/synutils/constituent_reorder_model.cc
@@ -5,7 +5,6 @@
* Author: junhuili
*/
-
#include <boost/program_options.hpp>
#include "alignment.h"
@@ -17,780 +16,831 @@
using namespace std;
-
typedef std::tr1::unordered_map<std::string, int> Map;
typedef std::tr1::unordered_map<std::string, int>::iterator Iterator;
namespace po = boost::program_options;
-inline void fnPreparingTrainingdata(const char* pszFName, int iCutoff, const char* pszNewFName) {
- SFReader *pFReader = new STxtFileReader(pszFName);
- char *pszLine = new char[ 100001 ];
- int iLen;
- Map hashPredicate;
- while (pFReader->fnReadNextLine(pszLine, &iLen)) {
- if (iLen == 0)
- continue;
-
- vector<string> vecTerms;
- SplitOnWhitespace(string(pszLine), &vecTerms);
-
- for (size_t i = 0; i < vecTerms.size() - 1; i++) {
- Iterator iter = hashPredicate.find(vecTerms[i]);
- if (iter == hashPredicate.end()) {
- hashPredicate[vecTerms[i]] = 1;
-
- } else {
- iter->second++;
- }
- }
- }
- delete pFReader;
-
- pFReader = new STxtFileReader(pszFName);
- FILE *fpOut = fopen(pszNewFName, "w");
- while (pFReader->fnReadNextLine(pszLine, &iLen)) {
- if (iLen == 0)
- continue;
-
- vector<string> vecTerms;
- SplitOnWhitespace(string(pszLine), &vecTerms);
- ostringstream ostr;
- for (size_t i = 0; i < vecTerms.size() - 1; i++) {
- Iterator iter = hashPredicate.find(vecTerms[i]);
- assert(iter != hashPredicate.end());
- if (iter->second >= iCutoff) {
- ostr << vecTerms[i] << " ";
- }
- }
- if (ostr.str().length() > 0) {
- ostr << vecTerms[vecTerms.size() - 1];
- fprintf(fpOut, "%s\n", ostr.str().c_str());
- }
- }
- fclose(fpOut);
- delete pFReader;
-
-
- delete [] pszLine;
+inline void fnPreparingTrainingdata(const char* pszFName, int iCutoff,
+ const char* pszNewFName) {
+ SFReader* pFReader = new STxtFileReader(pszFName);
+ char* pszLine = new char[100001];
+ int iLen;
+ Map hashPredicate;
+ while (pFReader->fnReadNextLine(pszLine, &iLen)) {
+ if (iLen == 0) continue;
+
+ vector<string> vecTerms;
+ SplitOnWhitespace(string(pszLine), &vecTerms);
+
+ for (size_t i = 0; i < vecTerms.size() - 1; i++) {
+ Iterator iter = hashPredicate.find(vecTerms[i]);
+ if (iter == hashPredicate.end()) {
+ hashPredicate[vecTerms[i]] = 1;
+
+ } else {
+ iter->second++;
+ }
+ }
+ }
+ delete pFReader;
+
+ pFReader = new STxtFileReader(pszFName);
+ FILE* fpOut = fopen(pszNewFName, "w");
+ while (pFReader->fnReadNextLine(pszLine, &iLen)) {
+ if (iLen == 0) continue;
+
+ vector<string> vecTerms;
+ SplitOnWhitespace(string(pszLine), &vecTerms);
+ ostringstream ostr;
+ for (size_t i = 0; i < vecTerms.size() - 1; i++) {
+ Iterator iter = hashPredicate.find(vecTerms[i]);
+ assert(iter != hashPredicate.end());
+ if (iter->second >= iCutoff) {
+ ostr << vecTerms[i] << " ";
+ }
+ }
+ if (ostr.str().length() > 0) {
+ ostr << vecTerms[vecTerms.size() - 1];
+ fprintf(fpOut, "%s\n", ostr.str().c_str());
+ }
+ }
+ fclose(fpOut);
+ delete pFReader;
+
+ delete[] pszLine;
}
-struct SConstReorderTrainer{
- SConstReorderTrainer(const char* pszSynFname, //source-side flattened parse tree file name
- const char* pszAlignFname, //alignment filename
- const char* pszSourceFname, //source file name
- const char* pszTargetFname, //target file name
- const char* pszInstanceFname, //training instance file name
- const char* pszModelPrefix, //classifier model file name prefix
- int iClassifierType, //classifier type
- int iCutoff, //feature count threshold
- const char* pszOption //other classifier parameters (for svmlight)
- ) {
- fnGenerateInstanceFile(pszSynFname, pszAlignFname, pszSourceFname, pszTargetFname, pszInstanceFname);
-
- string strInstanceLeftFname = string(pszInstanceFname) + string(".left");
- string strInstanceRightFname = string(pszInstanceFname) + string(".right");
-
- string strModelLeftFname = string(pszModelPrefix) + string(".left");
- string strModelRightFname = string(pszModelPrefix) + string(".right");
-
- fprintf(stdout, "...Training the left ordering model\n");
- fnTraining(strInstanceLeftFname.c_str(), strModelLeftFname.c_str(), iCutoff);
- fprintf(stdout, "...Training the right ordering model\n");
- fnTraining(strInstanceRightFname.c_str(), strModelRightFname.c_str(), iCutoff);
- }
- ~SConstReorderTrainer() {
-
- }
-
-private:
-
- void fnTraining(const char* pszInstanceFname, const char* pszModelFname, int iCutoff) {
- char *pszNewInstanceFName = new char[strlen(pszInstanceFname) + 50];
- if (iCutoff > 0) {
- sprintf(pszNewInstanceFName, "%s.tmp", pszInstanceFname);
- fnPreparingTrainingdata(pszInstanceFname, iCutoff, pszNewInstanceFName);
- } else {
- strcpy(pszNewInstanceFName, pszInstanceFname);
- }
-
- /*Zhangle_Maxent *pZhangleMaxent = new Zhangle_Maxent(NULL);
- pZhangleMaxent->fnTrain(pszInstanceFname, "lbfgs", pszModelFname, 100, 2.0);
- delete pZhangleMaxent;*/
-
- Tsuruoka_Maxent *pMaxent = new Tsuruoka_Maxent(NULL);
- pMaxent->fnTrain(pszNewInstanceFName, "l1", pszModelFname, 300);
- delete pMaxent;
-
- if (strcmp(pszNewInstanceFName, pszInstanceFname) != 0) {
- sprintf(pszNewInstanceFName, "rm %s.tmp", pszInstanceFname);
- system(pszNewInstanceFName);
- }
- delete [] pszNewInstanceFName;
- }
-
- inline bool fnIsVerbPOS(const char* pszTerm) {
- if (strcmp(pszTerm, "VV") == 0
- || strcmp(pszTerm, "VA") == 0
- || strcmp(pszTerm, "VC") == 0
- || strcmp(pszTerm, "VE") == 0)
- return true;
- return false;
- }
-
- inline void fnGetOutcome(int iL1, int iR1, int iL2, int iR2, const SAlignment *pAlign, string& strOutcome) {
- if (iL1 == -1 && iL2 == -1)
- strOutcome = "BU"; //1. both are untranslated
- else if (iL1 == -1)
- strOutcome = "1U"; //2. XP1 is untranslated
- else if (iL2 == -1)
- strOutcome = "2U"; //3. XP2 is untranslated
- else if (iL1 == iL2 && iR2 == iR2)
- strOutcome = "SS"; //4. Have same scope
- else if (iL1 <= iL2 && iR1 >= iR2)
- strOutcome = "1C2"; //5. XP1's translation covers XP2's
- else if (iL1 >= iL2 && iR1 <= iR2)
- strOutcome = "2C1"; //6. XP2's translation covers XP1's
- else if (iR1 < iL2) {
- int i = iR1 + 1;
- /*while (i < iL2) {
- if (pAlign->fnIsAligned(i, false))
- break;
- i++;
- }*/
- if (i == iL2)
- strOutcome = "M"; //7. Monotone
- else
- strOutcome = "DM"; //8. Discontinuous monotone
- } else if (iL1 < iL2 && iL2 <= iR1 && iR1 < iR2)
- strOutcome = "OM"; //9. Overlap monotone
- else if (iR2 < iL1) {
- int i = iR2 + 1;
- /*while (i < iL1) {
- if (pAlign->fnIsAligned(i, false))
- break;
- i++;
- }*/
- if (i == iL1)
- strOutcome = "S"; //10. Swap
- else
- strOutcome = "DS"; //11. Discontinuous swap
- } else if (iL2 < iL1 && iL1 <= iR2 && iR2 < iR1)
- strOutcome = "OS"; //12. Overlap swap
- else
- 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");
- }
- }
-
- inline void fnGetRelativePosition(const vector<int>& vecLeft, vector<int>& vecPosition) {
- vecPosition.clear();
-
- vector<float> vec;
- 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);
- }
- }
-
- /*
- * features:
- * f1: (left_label, right_label, parent_label)
- * f2: (left_label, right_label, parent_label, other_right_sibling_label)
- * f3: (left_label, right_label, parent_label, other_left_sibling_label)
- * f4: (left_label, right_label, left_head_pos)
- * f5: (left_label, right_label, left_head_word)
- * f6: (left_label, right_label, right_head_pos)
- * f7: (left_label, right_label, right_head_word)
- * f8: (left_label, right_label, left_chunk_status)
- * f9: (left_label, right_label, right_chunk_status)
- * f10: (left_label, parent_label)
- * f11: (right_label, parent_label)
- */
- void fnGenerateInstance(const SParsedTree *pTree, const STreeItem *pParent, int iPos, const vector<string>& vecChunkStatus, const vector<int>& vecPosition, const vector<string>& vecSTerms, const vector<string>& vecTTerms, string& strOutcome, ostringstream& ostr) {
- STreeItem *pCon1, *pCon2;
- pCon1 = pParent->m_vecChildren[iPos - 1];
- pCon2 = pParent->m_vecChildren[iPos];
-
- fnGetOutcome(vecPosition[iPos-1], vecPosition[iPos], strOutcome);
-
- 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 << "_" << vecSTerms[pCon1->m_iHeadWord];
- //f6
- ostr << " f6=" << left_label << "_" << right_label << "_" << pTree->m_vecTerminals[pCon2->m_iHeadWord]->m_ptParent->m_pszTerm;
- //f7
- ostr << " f7=" << left_label << "_" << right_label << "_" << vecSTerms[pCon2->m_iHeadWord];
- //f8
- ostr << " f8=" << left_label << "_" << right_label << "_" << vecChunkStatus[iPos - 1];
- //f9
- ostr << " f9=" << left_label << "_" << right_label << "_" << vecChunkStatus[iPos];
- //f10
- ostr << " f10=" << left_label << "_" << parent_label;
- //f11
- ostr << " f11=" << right_label << "_" << parent_label;
- }
-
- /*
- * Source side (11 features):
- * f1: the categories of XP1 and XP2 (f1_1, f1_2)
- * f2: the head words of XP1 and XP2 (f2_1, f2_2)
- * f3: the first and last word of XP1 (f3_f, f3_l)
- * f4: the first and last word of XP2 (f4_f, f4_l)
- * f5: is XP1 or XP2 the head node (f5_1, f5_2)
- * f6: the category of the common parent
- * Target side (6 features):
- * f7: the first and the last word of XP1's translation (f7_f, f7_l)
- * f8: the first and the last word of XP2's translation (f8_f, f8_l)
- * f9: the translation of XP1's and XP2's head word (f9_1, f9_2)
- */
- void fnGenerateInstance(const SParsedTree *pTree, const STreeItem *pParent, const STreeItem *pCon1, const STreeItem *pCon2, const SAlignment *pAlign, const vector<string>& vecSTerms, const vector<string>& vecTTerms, string& strOutcome, ostringstream& ostr) {
-
- int iLeft1, iRight1, iLeft2, iRight2;
- pAlign->fnGetLeftRightMost(pCon1->m_iBegin, pCon1->m_iEnd, true, iLeft1, iRight1);
- pAlign->fnGetLeftRightMost(pCon2->m_iBegin, pCon2->m_iEnd, true, iLeft2, iRight2);
-
- fnGetOutcome(iLeft1, iRight1, iLeft2, iRight2, pAlign, strOutcome);
-
- //generate features
- //f1
- ostr << "f1_1=" << pCon1->m_pszTerm << " f1_2=" << pCon2->m_pszTerm;
- //f2
- ostr << " f2_1=" << vecSTerms[pCon1->m_iHeadWord] << " f2_2" << vecSTerms[pCon2->m_iHeadWord];
- //f3
- ostr << " f3_f=" << vecSTerms[pCon1->m_iBegin] << " f3_l=" << vecSTerms[pCon1->m_iEnd];
- //f4
- ostr << " f4_f=" << vecSTerms[pCon2->m_iBegin] << " f4_l=" << vecSTerms[pCon2->m_iEnd];
- //f5
- if (pParent->m_iHeadChild == pCon1->m_iBrotherIndex)
- ostr << " f5_1=1";
- else
- ostr << " f5_1=0";
- if (pParent->m_iHeadChild == pCon2->m_iBrotherIndex)
- ostr << " f5_2=1";
- else
- ostr << " f5_2=0";
- //f6
- ostr << " f6=" << pParent->m_pszTerm;
-
- /*//f7
- if (iLeft1 != -1) {
- ostr << " f7_f=" << vecTTerms[iLeft1] << " f7_l=" << vecTTerms[iRight1];
- }
- if (iLeft2 != -1) {
- ostr << " f8_f=" << vecTTerms[iLeft2] << " f8_l=" << vecTTerms[iRight2];
- }
-
- const vector<int>* pvecTarget = pAlign->fnGetSingleWordAlign(pCon1->m_iHeadWord, true);
- string str = "";
- for (size_t i = 0; pvecTarget != NULL && i < pvecTarget->size(); i++) {
- str += vecTTerms[(*pvecTarget)[i]] + "_";
- }
- if (str.length() > 0) {
- ostr << " f9_1=" << str.substr(0, str.size()-1);
- }
- pvecTarget = pAlign->fnGetSingleWordAlign(pCon2->m_iHeadWord, true);
- str = "";
- for (size_t i = 0; pvecTarget != NULL && i < pvecTarget->size(); i++) {
- str += vecTTerms[(*pvecTarget)[i]] + "_";
- }
- if (str.length() > 0) {
- ostr << " f9_2=" << str.substr(0, str.size()-1);
- } */
-
- }
-
- void fnGetFocusedParentNodes(const SParsedTree* pTree, vector<STreeItem*>& vecFocused){
- 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) {
- //do constituent reordering for all children of pParent
- vecFocused.push_back(pParent);
- }
- if (pParent->m_iBrotherIndex != 0) break;
- pParent = pParent->m_ptParent;
- }
- }
- }
-
- void fnGenerateInstanceFile(const char* pszSynFname, //source-side flattened parse tree file name
- const char* pszAlignFname, //alignment filename
- const char* pszSourceFname, //source file name
- const char* pszTargetFname, //target file name
- const char* pszInstanceFname //training instance file name
- ) {
- SAlignmentReader *pAlignReader = new SAlignmentReader(pszAlignFname);
- SParseReader *pParseReader = new SParseReader(pszSynFname, false);
- STxtFileReader *pTxtSReader = new STxtFileReader(pszSourceFname);
- STxtFileReader *pTxtTReader = new STxtFileReader(pszTargetFname);
-
- string strInstanceLeftFname = string(pszInstanceFname) + string(".left");
- string strInstanceRightFname = string(pszInstanceFname) + string(".right");
-
- FILE *fpLeftOut = fopen(strInstanceLeftFname.c_str(), "w");
- assert(fpLeftOut != NULL);
-
- FILE *fpRightOut = fopen(strInstanceRightFname.c_str(), "w");
- assert(fpRightOut != NULL);
-
- //read sentence by sentence
- SAlignment *pAlign;
- SParsedTree *pTree;
- char *pszLine = new char[50001];
- int iSentNum = 0;
- while ((pAlign = pAlignReader->fnReadNextAlignment()) != NULL) {
- pTree = pParseReader->fnReadNextParseTree();
- assert(pTxtSReader->fnReadNextLine(pszLine, NULL));
- vector<string> vecSTerms;
- SplitOnWhitespace(string(pszLine), &vecSTerms);
- assert(pTxtTReader->fnReadNextLine(pszLine, NULL));
- vector<string> vecTTerms;
- SplitOnWhitespace(string(pszLine), &vecTTerms);
-
-
- if (pTree != NULL) {
-
- vector<STreeItem*> vecFocused;
- fnGetFocusedParentNodes(pTree, vecFocused);
-
- for (size_t i = 0; i < vecFocused.size(); i++) {
-
- STreeItem *pParent = vecFocused[i];
-
- vector<int> vecLeft, vecRight;
- for (size_t j = 0; j < pParent->m_vecChildren.size(); j++) {
- STreeItem *pCon1 = pParent->m_vecChildren[j];
- int iLeft1, iRight1;
- pAlign->fnGetLeftRightMost(pCon1->m_iBegin, pCon1->m_iEnd, true, iLeft1, iRight1);
- vecLeft.push_back(iLeft1);
- vecRight.push_back(iRight1);
- }
- vector<int> vecLeftPosition;
- fnGetRelativePosition(vecLeft, vecLeftPosition);
- vector<int> vecRightPosition;
- fnGetRelativePosition(vecRight, vecRightPosition);
-
- vector<string> vecChunkStatus;
- for (size_t j = 0; j < pParent->m_vecChildren.size(); j++) {
- string strOutcome = pAlign->fnIsContinuous(pParent->m_vecChildren[j]->m_iBegin, pParent->m_vecChildren[j]->m_iEnd);
- vecChunkStatus.push_back(strOutcome);
- }
-
- for (size_t j = 1; j < pParent->m_vecChildren.size(); j++) {
- //children[j-1] vs. children[j] reordering
-
- string strLeftOutcome;
- ostringstream ostr;
-
- fnGenerateInstance(pTree, pParent, j, vecChunkStatus, vecLeftPosition, vecSTerms, vecTTerms, strLeftOutcome, ostr);
-
- //fprintf(stderr, "%s %s\n", ostr.str().c_str(), strLeftOutcome.c_str());
- fprintf(fpLeftOut, "%s %s\n", ostr.str().c_str(), strLeftOutcome.c_str());
-
- string strRightOutcome;
- fnGetOutcome(vecRightPosition[j-1], vecRightPosition[j], strRightOutcome);
- fprintf(fpRightOut, "%s LeftOrder=%s %s\n", ostr.str().c_str(), strLeftOutcome.c_str(), strRightOutcome.c_str());
- }
- }
- delete pTree;
- }
-
- delete pAlign;
- iSentNum++;
-
- if (iSentNum % 100000 == 0)
- fprintf(stderr, "#%d\n", iSentNum);
- }
-
-
- fclose(fpLeftOut);
- fclose(fpRightOut);
- delete pAlignReader;
- delete pParseReader;
- delete pTxtSReader;
- delete pTxtTReader;
- delete [] pszLine;
- }
-
- void fnGenerateInstanceFile2(const char* pszSynFname, //source-side flattened parse tree file name
- const char* pszAlignFname, //alignment filename
- const char* pszSourceFname, //source file name
- const char* pszTargetFname, //target file name
- const char* pszInstanceFname //training instance file name
- ) {
- SAlignmentReader *pAlignReader = new SAlignmentReader(pszAlignFname);
- SParseReader *pParseReader = new SParseReader(pszSynFname, false);
- STxtFileReader *pTxtSReader = new STxtFileReader(pszSourceFname);
- STxtFileReader *pTxtTReader = new STxtFileReader(pszTargetFname);
-
- FILE *fpOut = fopen(pszInstanceFname, "w");
- assert(fpOut != NULL);
-
- //read sentence by sentence
- SAlignment *pAlign;
- SParsedTree *pTree;
- char *pszLine = new char[50001];
- int iSentNum = 0;
- while ((pAlign = pAlignReader->fnReadNextAlignment()) != NULL) {
- pTree = pParseReader->fnReadNextParseTree();
- assert(pTxtSReader->fnReadNextLine(pszLine, NULL));
- vector<string> vecSTerms;
- SplitOnWhitespace(string(pszLine), &vecSTerms);
- assert(pTxtTReader->fnReadNextLine(pszLine, NULL));
- vector<string> vecTTerms;
- SplitOnWhitespace(string(pszLine), &vecTTerms);
-
-
- if (pTree != NULL) {
-
- vector<STreeItem*> vecFocused;
- fnGetFocusedParentNodes(pTree, vecFocused);
-
- for (size_t i = 0; i < vecFocused.size() && pTree->m_vecTerminals.size() > 10; i++) {
-
- STreeItem *pParent = vecFocused[i];
-
- for (size_t j = 1; j < pParent->m_vecChildren.size(); j++) {
- //children[j-1] vs. children[j] reordering
-
- string strOutcome;
- ostringstream ostr;
-
- fnGenerateInstance(pTree, pParent, pParent->m_vecChildren[j-1], pParent->m_vecChildren[j], pAlign, vecSTerms, vecTTerms, strOutcome, ostr);
-
- //fprintf(stderr, "%s %s\n", ostr.str().c_str(), strOutcome.c_str());
- fprintf(fpOut, "%s %s\n", ostr.str().c_str(), strOutcome.c_str());
- }
- }
- delete pTree;
- }
-
- delete pAlign;
- iSentNum++;
-
- if (iSentNum % 100000 == 0)
- fprintf(stderr, "#%d\n", iSentNum);
- }
-
-
- fclose(fpOut);
- delete pAlignReader;
- delete pParseReader;
- delete pTxtSReader;
- delete pTxtTReader;
- delete [] pszLine;
- }
+struct SConstReorderTrainer {
+ SConstReorderTrainer(
+ const char* pszSynFname, // source-side flattened parse tree file name
+ const char* pszAlignFname, // alignment filename
+ const char* pszSourceFname, // source file name
+ const char* pszTargetFname, // target file name
+ const char* pszInstanceFname, // training instance file name
+ const char* pszModelPrefix, // classifier model file name prefix
+ int iClassifierType, // classifier type
+ int iCutoff, // feature count threshold
+ const char* pszOption // other classifier parameters (for svmlight)
+ ) {
+ fnGenerateInstanceFile(pszSynFname, pszAlignFname, pszSourceFname,
+ pszTargetFname, pszInstanceFname);
+
+ string strInstanceLeftFname = string(pszInstanceFname) + string(".left");
+ string strInstanceRightFname = string(pszInstanceFname) + string(".right");
+
+ string strModelLeftFname = string(pszModelPrefix) + string(".left");
+ string strModelRightFname = string(pszModelPrefix) + string(".right");
+
+ fprintf(stdout, "...Training the left ordering model\n");
+ fnTraining(strInstanceLeftFname.c_str(), strModelLeftFname.c_str(),
+ iCutoff);
+ fprintf(stdout, "...Training the right ordering model\n");
+ fnTraining(strInstanceRightFname.c_str(), strModelRightFname.c_str(),
+ iCutoff);
+ }
+ ~SConstReorderTrainer() {}
+
+ private:
+ void fnTraining(const char* pszInstanceFname, const char* pszModelFname,
+ int iCutoff) {
+ char* pszNewInstanceFName = new char[strlen(pszInstanceFname) + 50];
+ if (iCutoff > 0) {
+ sprintf(pszNewInstanceFName, "%s.tmp", pszInstanceFname);
+ fnPreparingTrainingdata(pszInstanceFname, iCutoff, pszNewInstanceFName);
+ } else {
+ strcpy(pszNewInstanceFName, pszInstanceFname);
+ }
+
+ /*Zhangle_Maxent *pZhangleMaxent = new Zhangle_Maxent(NULL);
+pZhangleMaxent->fnTrain(pszInstanceFname, "lbfgs", pszModelFname, 100, 2.0);
+delete pZhangleMaxent;*/
+
+ Tsuruoka_Maxent* pMaxent = new Tsuruoka_Maxent(NULL);
+ pMaxent->fnTrain(pszNewInstanceFName, "l1", pszModelFname, 300);
+ delete pMaxent;
+
+ if (strcmp(pszNewInstanceFName, pszInstanceFname) != 0) {
+ sprintf(pszNewInstanceFName, "rm %s.tmp", pszInstanceFname);
+ system(pszNewInstanceFName);
+ }
+ delete[] pszNewInstanceFName;
+ }
+
+ inline bool fnIsVerbPOS(const char* pszTerm) {
+ if (strcmp(pszTerm, "VV") == 0 || strcmp(pszTerm, "VA") == 0 ||
+ strcmp(pszTerm, "VC") == 0 || strcmp(pszTerm, "VE") == 0)
+ return true;
+ return false;
+ }
+
+ inline void fnGetOutcome(int iL1, int iR1, int iL2, int iR2,
+ const SAlignment* pAlign, string& strOutcome) {
+ if (iL1 == -1 && iL2 == -1)
+ strOutcome = "BU"; // 1. both are untranslated
+ else if (iL1 == -1)
+ strOutcome = "1U"; // 2. XP1 is untranslated
+ else if (iL2 == -1)
+ strOutcome = "2U"; // 3. XP2 is untranslated
+ else if (iL1 == iL2 && iR2 == iR2)
+ strOutcome = "SS"; // 4. Have same scope
+ else if (iL1 <= iL2 && iR1 >= iR2)
+ strOutcome = "1C2"; // 5. XP1's translation covers XP2's
+ else if (iL1 >= iL2 && iR1 <= iR2)
+ strOutcome = "2C1"; // 6. XP2's translation covers XP1's
+ else if (iR1 < iL2) {
+ int i = iR1 + 1;
+ /*while (i < iL2) {
+ if (pAlign->fnIsAligned(i, false))
+ break;
+ i++;
+ }*/
+ if (i == iL2)
+ strOutcome = "M"; // 7. Monotone
+ else
+ strOutcome = "DM"; // 8. Discontinuous monotone
+ } else if (iL1 < iL2 && iL2 <= iR1 && iR1 < iR2)
+ strOutcome = "OM"; // 9. Overlap monotone
+ else if (iR2 < iL1) {
+ int i = iR2 + 1;
+ /*while (i < iL1) {
+ if (pAlign->fnIsAligned(i, false))
+ break;
+ i++;
+ }*/
+ if (i == iL1)
+ strOutcome = "S"; // 10. Swap
+ else
+ strOutcome = "DS"; // 11. Discontinuous swap
+ } else if (iL2 < iL1 && iL1 <= iR2 && iR2 < iR1)
+ strOutcome = "OS"; // 12. Overlap swap
+ else
+ 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");
+ }
+ }
+
+ inline void fnGetRelativePosition(const vector<int>& vecLeft,
+ vector<int>& vecPosition) {
+ vecPosition.clear();
+
+ vector<float> vec;
+ 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);
+ }
+ }
+
+ /*
+ * features:
+ * f1: (left_label, right_label, parent_label)
+ * f2: (left_label, right_label, parent_label, other_right_sibling_label)
+ * f3: (left_label, right_label, parent_label, other_left_sibling_label)
+ * f4: (left_label, right_label, left_head_pos)
+ * f5: (left_label, right_label, left_head_word)
+ * f6: (left_label, right_label, right_head_pos)
+ * f7: (left_label, right_label, right_head_word)
+ * f8: (left_label, right_label, left_chunk_status)
+ * f9: (left_label, right_label, right_chunk_status)
+ * f10: (left_label, parent_label)
+ * f11: (right_label, parent_label)
+ */
+ void fnGenerateInstance(const SParsedTree* pTree, const STreeItem* pParent,
+ int iPos, const vector<string>& vecChunkStatus,
+ const vector<int>& vecPosition,
+ const vector<string>& vecSTerms,
+ const vector<string>& vecTTerms, string& strOutcome,
+ ostringstream& ostr) {
+ STreeItem* pCon1, *pCon2;
+ pCon1 = pParent->m_vecChildren[iPos - 1];
+ pCon2 = pParent->m_vecChildren[iPos];
+
+ fnGetOutcome(vecPosition[iPos - 1], vecPosition[iPos], strOutcome);
+
+ 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 << "_"
+ << vecSTerms[pCon1->m_iHeadWord];
+ // f6
+ ostr << " f6=" << left_label << "_" << right_label << "_"
+ << pTree->m_vecTerminals[pCon2->m_iHeadWord]->m_ptParent->m_pszTerm;
+ // f7
+ ostr << " f7=" << left_label << "_" << right_label << "_"
+ << vecSTerms[pCon2->m_iHeadWord];
+ // f8
+ ostr << " f8=" << left_label << "_" << right_label << "_"
+ << vecChunkStatus[iPos - 1];
+ // f9
+ ostr << " f9=" << left_label << "_" << right_label << "_"
+ << vecChunkStatus[iPos];
+ // f10
+ ostr << " f10=" << left_label << "_" << parent_label;
+ // f11
+ ostr << " f11=" << right_label << "_" << parent_label;
+ }
+
+ /*
+ * Source side (11 features):
+ * f1: the categories of XP1 and XP2 (f1_1, f1_2)
+ * f2: the head words of XP1 and XP2 (f2_1, f2_2)
+ * f3: the first and last word of XP1 (f3_f, f3_l)
+ * f4: the first and last word of XP2 (f4_f, f4_l)
+ * f5: is XP1 or XP2 the head node (f5_1, f5_2)
+ * f6: the category of the common parent
+ * Target side (6 features):
+ * f7: the first and the last word of XP1's translation (f7_f, f7_l)
+ * f8: the first and the last word of XP2's translation (f8_f, f8_l)
+ * f9: the translation of XP1's and XP2's head word (f9_1, f9_2)
+ */
+ void fnGenerateInstance(const SParsedTree* pTree, const STreeItem* pParent,
+ const STreeItem* pCon1, const STreeItem* pCon2,
+ const SAlignment* pAlign,
+ const vector<string>& vecSTerms,
+ const vector<string>& vecTTerms, string& strOutcome,
+ ostringstream& ostr) {
+
+ int iLeft1, iRight1, iLeft2, iRight2;
+ pAlign->fnGetLeftRightMost(pCon1->m_iBegin, pCon1->m_iEnd, true, iLeft1,
+ iRight1);
+ pAlign->fnGetLeftRightMost(pCon2->m_iBegin, pCon2->m_iEnd, true, iLeft2,
+ iRight2);
+
+ fnGetOutcome(iLeft1, iRight1, iLeft2, iRight2, pAlign, strOutcome);
+
+ // generate features
+ // f1
+ ostr << "f1_1=" << pCon1->m_pszTerm << " f1_2=" << pCon2->m_pszTerm;
+ // f2
+ ostr << " f2_1=" << vecSTerms[pCon1->m_iHeadWord] << " f2_2"
+ << vecSTerms[pCon2->m_iHeadWord];
+ // f3
+ ostr << " f3_f=" << vecSTerms[pCon1->m_iBegin]
+ << " f3_l=" << vecSTerms[pCon1->m_iEnd];
+ // f4
+ ostr << " f4_f=" << vecSTerms[pCon2->m_iBegin]
+ << " f4_l=" << vecSTerms[pCon2->m_iEnd];
+ // f5
+ if (pParent->m_iHeadChild == pCon1->m_iBrotherIndex)
+ ostr << " f5_1=1";
+ else
+ ostr << " f5_1=0";
+ if (pParent->m_iHeadChild == pCon2->m_iBrotherIndex)
+ ostr << " f5_2=1";
+ else
+ ostr << " f5_2=0";
+ // f6
+ ostr << " f6=" << pParent->m_pszTerm;
+
+ /*//f7
+ if (iLeft1 != -1) {
+ ostr << " f7_f=" << vecTTerms[iLeft1] << " f7_l=" <<
+ vecTTerms[iRight1];
+ }
+ if (iLeft2 != -1) {
+ ostr << " f8_f=" << vecTTerms[iLeft2] << " f8_l=" <<
+ vecTTerms[iRight2];
+ }
+
+ const vector<int>* pvecTarget =
+ pAlign->fnGetSingleWordAlign(pCon1->m_iHeadWord, true);
+ string str = "";
+ for (size_t i = 0; pvecTarget != NULL && i < pvecTarget->size(); i++) {
+ str += vecTTerms[(*pvecTarget)[i]] + "_";
+ }
+ if (str.length() > 0) {
+ ostr << " f9_1=" << str.substr(0, str.size()-1);
+ }
+ pvecTarget = pAlign->fnGetSingleWordAlign(pCon2->m_iHeadWord, true);
+ str = "";
+ for (size_t i = 0; pvecTarget != NULL && i < pvecTarget->size(); i++) {
+ str += vecTTerms[(*pvecTarget)[i]] + "_";
+ }
+ if (str.length() > 0) {
+ ostr << " f9_2=" << str.substr(0, str.size()-1);
+ } */
+ }
+
+ void fnGetFocusedParentNodes(const SParsedTree* pTree,
+ vector<STreeItem*>& vecFocused) {
+ 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) {
+ // do constituent reordering for all children of pParent
+ vecFocused.push_back(pParent);
+ }
+ if (pParent->m_iBrotherIndex != 0) break;
+ pParent = pParent->m_ptParent;
+ }
+ }
+ }
+
+ void fnGenerateInstanceFile(
+ const char* pszSynFname, // source-side flattened parse tree file name
+ const char* pszAlignFname, // alignment filename
+ const char* pszSourceFname, // source file name
+ const char* pszTargetFname, // target file name
+ const char* pszInstanceFname // training instance file name
+ ) {
+ SAlignmentReader* pAlignReader = new SAlignmentReader(pszAlignFname);
+ SParseReader* pParseReader = new SParseReader(pszSynFname, false);
+ STxtFileReader* pTxtSReader = new STxtFileReader(pszSourceFname);
+ STxtFileReader* pTxtTReader = new STxtFileReader(pszTargetFname);
+
+ string strInstanceLeftFname = string(pszInstanceFname) + string(".left");
+ string strInstanceRightFname = string(pszInstanceFname) + string(".right");
+
+ FILE* fpLeftOut = fopen(strInstanceLeftFname.c_str(), "w");
+ assert(fpLeftOut != NULL);
+
+ FILE* fpRightOut = fopen(strInstanceRightFname.c_str(), "w");
+ assert(fpRightOut != NULL);
+
+ // read sentence by sentence
+ SAlignment* pAlign;
+ SParsedTree* pTree;
+ char* pszLine = new char[50001];
+ int iSentNum = 0;
+ while ((pAlign = pAlignReader->fnReadNextAlignment()) != NULL) {
+ pTree = pParseReader->fnReadNextParseTree();
+ assert(pTxtSReader->fnReadNextLine(pszLine, NULL));
+ vector<string> vecSTerms;
+ SplitOnWhitespace(string(pszLine), &vecSTerms);
+ assert(pTxtTReader->fnReadNextLine(pszLine, NULL));
+ vector<string> vecTTerms;
+ SplitOnWhitespace(string(pszLine), &vecTTerms);
+
+ if (pTree != NULL) {
+
+ vector<STreeItem*> vecFocused;
+ fnGetFocusedParentNodes(pTree, vecFocused);
+
+ for (size_t i = 0; i < vecFocused.size(); i++) {
+
+ STreeItem* pParent = vecFocused[i];
+
+ vector<int> vecLeft, vecRight;
+ for (size_t j = 0; j < pParent->m_vecChildren.size(); j++) {
+ STreeItem* pCon1 = pParent->m_vecChildren[j];
+ int iLeft1, iRight1;
+ pAlign->fnGetLeftRightMost(pCon1->m_iBegin, pCon1->m_iEnd, true,
+ iLeft1, iRight1);
+ vecLeft.push_back(iLeft1);
+ vecRight.push_back(iRight1);
+ }
+ vector<int> vecLeftPosition;
+ fnGetRelativePosition(vecLeft, vecLeftPosition);
+ vector<int> vecRightPosition;
+ fnGetRelativePosition(vecRight, vecRightPosition);
+
+ vector<string> vecChunkStatus;
+ for (size_t j = 0; j < pParent->m_vecChildren.size(); j++) {
+ string strOutcome =
+ pAlign->fnIsContinuous(pParent->m_vecChildren[j]->m_iBegin,
+ pParent->m_vecChildren[j]->m_iEnd);
+ vecChunkStatus.push_back(strOutcome);
+ }
+
+ for (size_t j = 1; j < pParent->m_vecChildren.size(); j++) {
+ // children[j-1] vs. children[j] reordering
+
+ string strLeftOutcome;
+ ostringstream ostr;
+
+ fnGenerateInstance(pTree, pParent, j, vecChunkStatus,
+ vecLeftPosition, vecSTerms, vecTTerms,
+ strLeftOutcome, ostr);
+
+ // fprintf(stderr, "%s %s\n", ostr.str().c_str(),
+ // strLeftOutcome.c_str());
+ fprintf(fpLeftOut, "%s %s\n", ostr.str().c_str(),
+ strLeftOutcome.c_str());
+
+ string strRightOutcome;
+ fnGetOutcome(vecRightPosition[j - 1], vecRightPosition[j],
+ strRightOutcome);
+ fprintf(fpRightOut, "%s LeftOrder=%s %s\n", ostr.str().c_str(),
+ strLeftOutcome.c_str(), strRightOutcome.c_str());
+ }
+ }
+ delete pTree;
+ }
+
+ delete pAlign;
+ iSentNum++;
+
+ if (iSentNum % 100000 == 0) fprintf(stderr, "#%d\n", iSentNum);
+ }
+
+ fclose(fpLeftOut);
+ fclose(fpRightOut);
+ delete pAlignReader;
+ delete pParseReader;
+ delete pTxtSReader;
+ delete pTxtTReader;
+ delete[] pszLine;
+ }
+
+ void fnGenerateInstanceFile2(
+ const char* pszSynFname, // source-side flattened parse tree file name
+ const char* pszAlignFname, // alignment filename
+ const char* pszSourceFname, // source file name
+ const char* pszTargetFname, // target file name
+ const char* pszInstanceFname // training instance file name
+ ) {
+ SAlignmentReader* pAlignReader = new SAlignmentReader(pszAlignFname);
+ SParseReader* pParseReader = new SParseReader(pszSynFname, false);
+ STxtFileReader* pTxtSReader = new STxtFileReader(pszSourceFname);
+ STxtFileReader* pTxtTReader = new STxtFileReader(pszTargetFname);
+
+ FILE* fpOut = fopen(pszInstanceFname, "w");
+ assert(fpOut != NULL);
+
+ // read sentence by sentence
+ SAlignment* pAlign;
+ SParsedTree* pTree;
+ char* pszLine = new char[50001];
+ int iSentNum = 0;
+ while ((pAlign = pAlignReader->fnReadNextAlignment()) != NULL) {
+ pTree = pParseReader->fnReadNextParseTree();
+ assert(pTxtSReader->fnReadNextLine(pszLine, NULL));
+ vector<string> vecSTerms;
+ SplitOnWhitespace(string(pszLine), &vecSTerms);
+ assert(pTxtTReader->fnReadNextLine(pszLine, NULL));
+ vector<string> vecTTerms;
+ SplitOnWhitespace(string(pszLine), &vecTTerms);
+
+ if (pTree != NULL) {
+
+ vector<STreeItem*> vecFocused;
+ fnGetFocusedParentNodes(pTree, vecFocused);
+
+ for (size_t i = 0;
+ i < vecFocused.size() && pTree->m_vecTerminals.size() > 10; i++) {
+
+ STreeItem* pParent = vecFocused[i];
+
+ for (size_t j = 1; j < pParent->m_vecChildren.size(); j++) {
+ // children[j-1] vs. children[j] reordering
+
+ string strOutcome;
+ ostringstream ostr;
+
+ fnGenerateInstance(pTree, pParent, pParent->m_vecChildren[j - 1],
+ pParent->m_vecChildren[j], pAlign, vecSTerms,
+ vecTTerms, strOutcome, ostr);
+
+ // fprintf(stderr, "%s %s\n", ostr.str().c_str(),
+ // strOutcome.c_str());
+ fprintf(fpOut, "%s %s\n", ostr.str().c_str(), strOutcome.c_str());
+ }
+ }
+ delete pTree;
+ }
+
+ delete pAlign;
+ iSentNum++;
+
+ if (iSentNum % 100000 == 0) fprintf(stderr, "#%d\n", iSentNum);
+ }
+
+ fclose(fpOut);
+ delete pAlignReader;
+ delete pParseReader;
+ delete pTxtSReader;
+ delete pTxtTReader;
+ delete[] pszLine;
+ }
};
-struct SConstContTrainer{
- SConstContTrainer(const char* pszFlattenedSynFname, //source-side flattened parse tree file name
- const char* pszAlignFname, //alignment filename
- const char* pszSourceFname, //source file name
- const char* pszTargetFname, //target file name
- const char* pszInstanceFname, //training instance file name
- const char* pszModelPrefix, //classifier model file name prefix
- int iClassifierType, //classifier type
- int iCutoff, //feature count threshold
- const char* pszOption //other classifier parameters (for svmlight)
- ) {
- fnGenerateInstanceFile(pszFlattenedSynFname, pszAlignFname, pszSourceFname, pszTargetFname, pszInstanceFname);
- //fnTraining(pszInstanceFname, pszModelPrefix, iClassifierType, iCutoff, pszOption);
- fnTraining(pszInstanceFname, pszModelPrefix, iCutoff);
- }
- ~SConstContTrainer() {
-
- }
-
-private:
-
- void fnTraining(const char* pszInstanceFname, const char* pszModelFname, int iCutoff) {
- char *pszNewInstanceFName = new char[strlen(pszInstanceFname) + 50];
- if (iCutoff > 0) {
- sprintf(pszNewInstanceFName, "%s.tmp", pszInstanceFname);
- fnPreparingTrainingdata(pszInstanceFname, iCutoff, pszNewInstanceFName);
- } else {
- strcpy(pszNewInstanceFName, pszInstanceFname);
- }
-
- /*Zhangle_Maxent *pZhangleMaxent = new Zhangle_Maxent(NULL);
- pZhangleMaxent->fnTrain(pszInstanceFname, "lbfgs", pszModelFname, 100, 2.0);
- delete pZhangleMaxent;*/
-
- Tsuruoka_Maxent *pMaxent = new Tsuruoka_Maxent(NULL);
- pMaxent->fnTrain(pszInstanceFname, "l1", pszModelFname, 300);
- delete pMaxent;
-
- if (strcmp(pszNewInstanceFName, pszInstanceFname) != 0) {
- sprintf(pszNewInstanceFName, "rm %s.tmp", pszInstanceFname);
- system(pszNewInstanceFName);
- }
- delete [] pszNewInstanceFName;
- }
-
-
- void fnGetFocusedParentNodes(const SParsedTree* pTree, vector<STreeItem*>& vecFocused){
- 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) {
- //do constituent reordering for all children of pParent
- vecFocused.push_back(pParent);
- }
- if (pParent->m_iBrotherIndex != 0) break;
- pParent = pParent->m_ptParent;
- }
- }
- }
-
- inline void fnGetOutcome(int iL1, int iR1, const SAlignment *pAlign, string& strOutcome) {
- strOutcome = pAlign->fnIsContinuous(iL1, iR1);
- }
-
- inline string fnGetLengthType(int iLen) {
- if (iLen == 1)
- return string("1");
- if (iLen == 2)
- return string("2");
- if (iLen == 3)
- return string("3");
- if (iLen < 6)
- return string("4");
- if (iLen < 11)
- return string("6");
- return string("11");
- }
-
- /*
- * Source side (11 features):
- * f1: the syntactic category
- * f2: the syntactic category of its parent
- * f3: the head word's pos
- * f4: =1 if it's the head of its parent node
- * or
- * the head of its parent node
- * f5: length type
- */
- void fnGenerateInstance(const SParsedTree *pTree, const STreeItem *pCon1, const SAlignment *pAlign, const vector<string>& vecSTerms, const vector<string>& vecTTerms, string& strOutcome, ostringstream& ostr) {
-
- fnGetOutcome(pCon1->m_iBegin, pCon1->m_iEnd, pAlign, strOutcome);
-
- //generate features
- //f1
- ostr << "f1=" << pCon1->m_pszTerm;
- //f2
- ostr << " f2=" << pCon1->m_ptParent->m_pszTerm;
- //f3
- ostr << " f3=" << pTree->m_vecTerminals[pCon1->m_iHeadWord]->m_ptParent->m_pszTerm;
- //f4
- if (pCon1->m_iBrotherIndex == pCon1->m_ptParent->m_iHeadChild) {
- ostr << " f4=1";
- } else {
- ostr << " f4=" << pCon1->m_ptParent->m_vecChildren[pCon1->m_ptParent->m_iHeadChild]->m_pszTerm;
- }
- //f5
- ostr << " f5=" << fnGetLengthType(pCon1->m_iEnd - pCon1->m_iBegin + 1);
- }
-
- void fnGenerateInstanceFile(const char* pszFlattenedSynFname, //source-side flattened parse tree file name
- const char* pszAlignFname, //alignment filename
- const char* pszSourceFname, //source file name
- const char* pszTargetFname, //target file name
- const char* pszInstanceFname //training instance file name
- ) {
- SAlignmentReader *pAlignReader = new SAlignmentReader(pszAlignFname);
- SParseReader *pParseReader = new SParseReader(pszFlattenedSynFname, true);
- STxtFileReader *pTxtSReader = new STxtFileReader(pszSourceFname);
- STxtFileReader *pTxtTReader = new STxtFileReader(pszTargetFname);
-
- FILE *fpOut = fopen(pszInstanceFname, "w");
- assert(fpOut != NULL);
-
- //read sentence by sentence
- SAlignment *pAlign;
- SParsedTree *pTree;
- char *pszLine = new char[50001];
- int iSentNum = 0;
- while ((pAlign = pAlignReader->fnReadNextAlignment()) != NULL) {
- pTree = pParseReader->fnReadNextParseTree();
- assert(pTree != NULL);
- assert(pTxtSReader->fnReadNextLine(pszLine, NULL));
- vector<string> vecSTerms;
- SplitOnWhitespace(string(pszLine), &vecSTerms);
- assert(pTxtTReader->fnReadNextLine(pszLine, NULL));
- vector<string> vecTTerms;
- SplitOnWhitespace(string(pszLine), &vecTTerms);
-
- vector<STreeItem*> vecFocused;
- fnGetFocusedParentNodes(pTree, vecFocused);
-
- for (size_t i = 0; i < vecFocused.size() && pTree->m_vecTerminals.size() > 10; i++) {
-
- STreeItem *pParent = vecFocused[i];
-
- for (size_t j = 0; j < pParent->m_vecChildren.size(); j++) {
- //children[j-1] vs. children[j] reordering
-
- string strOutcome;
- ostringstream ostr;
-
- fnGenerateInstance(pTree, pParent->m_vecChildren[j], pAlign, vecSTerms, vecTTerms, strOutcome, ostr);
-
- //fprintf(stderr, "%s %s\n", ostr.str().c_str(), strOutcome.c_str());
- fprintf(fpOut, "%s %s\n", ostr.str().c_str(), strOutcome.c_str());
- }
- }
-
- delete pAlign;
- delete pTree;
- iSentNum++;
-
- if (iSentNum % 100000 == 0)
- fprintf(stderr, "#%d\n", iSentNum);
- }
-
-
- fclose(fpOut);
- delete pAlignReader;
- delete pParseReader;
- delete pTxtSReader;
- delete pTxtTReader;
- delete [] pszLine;
- }
+struct SConstContTrainer {
+ SConstContTrainer(
+ const char* pszFlattenedSynFname, // source-side flattened parse tree
+ // file name
+ const char* pszAlignFname, // alignment filename
+ const char* pszSourceFname, // source file name
+ const char* pszTargetFname, // target file name
+ const char* pszInstanceFname, // training instance file name
+ const char* pszModelPrefix, // classifier model file name prefix
+ int iClassifierType, // classifier type
+ int iCutoff, // feature count threshold
+ const char* pszOption // other classifier parameters (for svmlight)
+ ) {
+ fnGenerateInstanceFile(pszFlattenedSynFname, pszAlignFname, pszSourceFname,
+ pszTargetFname, pszInstanceFname);
+ // fnTraining(pszInstanceFname, pszModelPrefix, iClassifierType, iCutoff,
+ // pszOption);
+ fnTraining(pszInstanceFname, pszModelPrefix, iCutoff);
+ }
+ ~SConstContTrainer() {}
+
+ private:
+ void fnTraining(const char* pszInstanceFname, const char* pszModelFname,
+ int iCutoff) {
+ char* pszNewInstanceFName = new char[strlen(pszInstanceFname) + 50];
+ if (iCutoff > 0) {
+ sprintf(pszNewInstanceFName, "%s.tmp", pszInstanceFname);
+ fnPreparingTrainingdata(pszInstanceFname, iCutoff, pszNewInstanceFName);
+ } else {
+ strcpy(pszNewInstanceFName, pszInstanceFname);
+ }
+
+ /*Zhangle_Maxent *pZhangleMaxent = new Zhangle_Maxent(NULL);
+ pZhangleMaxent->fnTrain(pszInstanceFname, "lbfgs", pszModelFname, 100,
+ 2.0);
+ delete pZhangleMaxent;*/
+
+ Tsuruoka_Maxent* pMaxent = new Tsuruoka_Maxent(NULL);
+ pMaxent->fnTrain(pszInstanceFname, "l1", pszModelFname, 300);
+ delete pMaxent;
+
+ if (strcmp(pszNewInstanceFName, pszInstanceFname) != 0) {
+ sprintf(pszNewInstanceFName, "rm %s.tmp", pszInstanceFname);
+ system(pszNewInstanceFName);
+ }
+ delete[] pszNewInstanceFName;
+ }
+
+ void fnGetFocusedParentNodes(const SParsedTree* pTree,
+ vector<STreeItem*>& vecFocused) {
+ 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) {
+ // do constituent reordering for all children of pParent
+ vecFocused.push_back(pParent);
+ }
+ if (pParent->m_iBrotherIndex != 0) break;
+ pParent = pParent->m_ptParent;
+ }
+ }
+ }
+
+ inline void fnGetOutcome(int iL1, int iR1, const SAlignment* pAlign,
+ string& strOutcome) {
+ strOutcome = pAlign->fnIsContinuous(iL1, iR1);
+ }
+
+ inline string fnGetLengthType(int iLen) {
+ if (iLen == 1) return string("1");
+ if (iLen == 2) return string("2");
+ if (iLen == 3) return string("3");
+ if (iLen < 6) return string("4");
+ if (iLen < 11) return string("6");
+ return string("11");
+ }
+
+ /*
+ * Source side (11 features):
+ * f1: the syntactic category
+ * f2: the syntactic category of its parent
+ * f3: the head word's pos
+ * f4: =1 if it's the head of its parent node
+ * or
+ * the head of its parent node
+ * f5: length type
+ */
+ void fnGenerateInstance(const SParsedTree* pTree, const STreeItem* pCon1,
+ const SAlignment* pAlign,
+ const vector<string>& vecSTerms,
+ const vector<string>& vecTTerms, string& strOutcome,
+ ostringstream& ostr) {
+
+ fnGetOutcome(pCon1->m_iBegin, pCon1->m_iEnd, pAlign, strOutcome);
+
+ // generate features
+ // f1
+ ostr << "f1=" << pCon1->m_pszTerm;
+ // f2
+ ostr << " f2=" << pCon1->m_ptParent->m_pszTerm;
+ // f3
+ ostr << " f3=" << pTree->m_vecTerminals[pCon1->m_iHeadWord]
+ ->m_ptParent->m_pszTerm;
+ // f4
+ if (pCon1->m_iBrotherIndex == pCon1->m_ptParent->m_iHeadChild) {
+ ostr << " f4=1";
+ } else {
+ ostr << " f4="
+ << pCon1->m_ptParent->m_vecChildren[pCon1->m_ptParent->m_iHeadChild]
+ ->m_pszTerm;
+ }
+ // f5
+ ostr << " f5=" << fnGetLengthType(pCon1->m_iEnd - pCon1->m_iBegin + 1);
+ }
+
+ void fnGenerateInstanceFile(
+ const char* pszFlattenedSynFname, // source-side flattened parse tree
+ // file name
+ const char* pszAlignFname, // alignment filename
+ const char* pszSourceFname, // source file name
+ const char* pszTargetFname, // target file name
+ const char* pszInstanceFname // training instance file name
+ ) {
+ SAlignmentReader* pAlignReader = new SAlignmentReader(pszAlignFname);
+ SParseReader* pParseReader = new SParseReader(pszFlattenedSynFname, true);
+ STxtFileReader* pTxtSReader = new STxtFileReader(pszSourceFname);
+ STxtFileReader* pTxtTReader = new STxtFileReader(pszTargetFname);
+
+ FILE* fpOut = fopen(pszInstanceFname, "w");
+ assert(fpOut != NULL);
+
+ // read sentence by sentence
+ SAlignment* pAlign;
+ SParsedTree* pTree;
+ char* pszLine = new char[50001];
+ int iSentNum = 0;
+ while ((pAlign = pAlignReader->fnReadNextAlignment()) != NULL) {
+ pTree = pParseReader->fnReadNextParseTree();
+ assert(pTree != NULL);
+ assert(pTxtSReader->fnReadNextLine(pszLine, NULL));
+ vector<string> vecSTerms;
+ SplitOnWhitespace(string(pszLine), &vecSTerms);
+ assert(pTxtTReader->fnReadNextLine(pszLine, NULL));
+ vector<string> vecTTerms;
+ SplitOnWhitespace(string(pszLine), &vecTTerms);
+
+ vector<STreeItem*> vecFocused;
+ fnGetFocusedParentNodes(pTree, vecFocused);
+
+ for (size_t i = 0;
+ i < vecFocused.size() && pTree->m_vecTerminals.size() > 10; i++) {
+
+ STreeItem* pParent = vecFocused[i];
+
+ for (size_t j = 0; j < pParent->m_vecChildren.size(); j++) {
+ // children[j-1] vs. children[j] reordering
+
+ string strOutcome;
+ ostringstream ostr;
+
+ fnGenerateInstance(pTree, pParent->m_vecChildren[j], pAlign,
+ vecSTerms, vecTTerms, strOutcome, ostr);
+
+ // fprintf(stderr, "%s %s\n", ostr.str().c_str(), strOutcome.c_str());
+ fprintf(fpOut, "%s %s\n", ostr.str().c_str(), strOutcome.c_str());
+ }
+ }
+
+ delete pAlign;
+ delete pTree;
+ iSentNum++;
+
+ if (iSentNum % 100000 == 0) fprintf(stderr, "#%d\n", iSentNum);
+ }
+
+ fclose(fpOut);
+ delete pAlignReader;
+ delete pParseReader;
+ delete pTxtSReader;
+ delete pTxtTReader;
+ delete[] pszLine;
+ }
};
-inline void print_options(std::ostream &out,po::options_description const& opts) {
- typedef std::vector< boost::shared_ptr<po::option_description> > Ds;
- Ds const& ds=opts.options();
+inline void print_options(std::ostream& out,
+ po::options_description const& opts) {
+ typedef std::vector<boost::shared_ptr<po::option_description> > Ds;
+ Ds const& ds = opts.options();
out << '"';
- for (unsigned i=0;i<ds.size();++i) {
- if (i) out<<' ';
- out<<"--"<<ds[i]->long_name();
+ for (unsigned i = 0; i < ds.size(); ++i) {
+ if (i) out << ' ';
+ out << "--" << ds[i]->long_name();
}
out << '\n';
}
-inline string str(char const* name,po::variables_map const& conf) {
+inline string str(char const* name, po::variables_map const& conf) {
return conf[name].as<string>();
}
-//--parse_file /scratch0/mt_exp/gq-ctb/data/train.srl.cn --align_file /scratch0/mt_exp/gq-ctb/data/aligned.grow-diag-final-and --source_file /scratch0/mt_exp/gq-ctb/data/train.cn --target_file /scratch0/mt_exp/gq-ctb/data/train.en --instance_file /scratch0/mt_exp/gq-ctb/data/srl-instance --model_prefix /scratch0/mt_exp/gq-ctb/data/srl-instance --feature_cutoff 10 --classifier_type 1
+//--parse_file /scratch0/mt_exp/gq-ctb/data/train.srl.cn --align_file
+///scratch0/mt_exp/gq-ctb/data/aligned.grow-diag-final-and --source_file
+///scratch0/mt_exp/gq-ctb/data/train.cn --target_file
+///scratch0/mt_exp/gq-ctb/data/train.en --instance_file
+///scratch0/mt_exp/gq-ctb/data/srl-instance --model_prefix
+///scratch0/mt_exp/gq-ctb/data/srl-instance --feature_cutoff 10
+//--classifier_type 1
int main(int argc, char** argv) {
- po::options_description opts("Configuration options");
- opts.add_options()
- ("parse_file",po::value<string>(),"parse file path (input)")
- ("align_file",po::value<string>(),"Alignment file path (input)")
- ("source_file",po::value<string>(),"Source text file path (input)")
- ("target_file",po::value<string>(),"Target text file path (input)")
- ("instance_file",po::value<string>(),"Instance file path (output)")
- ("model_prefix",po::value<string>(),"Model file path prefix (output): three files will be generated")
- ("classifier_type",po::value<int>()->default_value(1),"Classifier type: 1 for openNLP maxent; 2 for Zhangle maxent; and 3 for SVMLight")
- ("feature_cutoff",po::value<int>()->default_value(100),"Feature cutoff threshold")
- ("svm_option",po::value<string>(),"Parameters for SVMLight classifier")
- ("help", "produce help message");
-
- po::variables_map vm;
- if (argc) {
- po::store(po::parse_command_line(argc, argv, opts), vm);
- po::notify(vm);
- }
-
- if (vm.count("help")) {
- print_options(cout, opts);
- return 1;
- }
-
- if (!vm.count("parse_file")
- || !vm.count("align_file")
- || !vm.count("source_file")
- || !vm.count("target_file")
- || !vm.count("instance_file")
- || !vm.count("model_prefix")
- ) {
- print_options(cout, opts);
- if (!vm.count("parse_file")) cout << "--parse_file NOT FOUND\n";
- if (!vm.count("align_file")) cout << "--align_file NOT FOUND\n";
- if (!vm.count("source_file")) cout << "--source_file NOT FOUND\n";
- if (!vm.count("target_file")) cout << "--target_file NOT FOUND\n";
- if (!vm.count("instance_file")) cout << "--instance_file NOT FOUND\n";
- if (!vm.count("model_prefix")) cout << "--model_prefix NOT FOUND\n";
- exit(0);
- }
-
- const char *pOption;
- if (vm.count("svm_option"))
- pOption = str("svm_option", vm).c_str();
- else
- pOption = NULL;
-
- SConstReorderTrainer *pTrainer = new SConstReorderTrainer(str("parse_file", vm).c_str(),
- str("align_file", vm).c_str(),
- str("source_file", vm).c_str(),
- str("target_file", vm).c_str(),
- str("instance_file", vm).c_str(),
- str("model_prefix", vm).c_str(),
- vm["classifier_type"].as<int>(),
- vm["feature_cutoff"].as<int>(),
- pOption);
- delete pTrainer;
-
- return 1;
+ po::options_description opts("Configuration options");
+ opts.add_options()("parse_file", po::value<string>(),
+ "parse file path (input)")(
+ "align_file", po::value<string>(), "Alignment file path (input)")(
+ "source_file", po::value<string>(), "Source text file path (input)")(
+ "target_file", po::value<string>(), "Target text file path (input)")(
+ "instance_file", po::value<string>(), "Instance file path (output)")(
+ "model_prefix", po::value<string>(),
+ "Model file path prefix (output): three files will be generated")(
+ "classifier_type", po::value<int>()->default_value(1),
+ "Classifier type: 1 for openNLP maxent; 2 for Zhangle maxent; and 3 for "
+ "SVMLight")("feature_cutoff", po::value<int>()->default_value(100),
+ "Feature cutoff threshold")(
+ "svm_option", po::value<string>(), "Parameters for SVMLight classifier")(
+ "help", "produce help message");
+
+ po::variables_map vm;
+ if (argc) {
+ po::store(po::parse_command_line(argc, argv, opts), vm);
+ po::notify(vm);
+ }
+
+ if (vm.count("help")) {
+ print_options(cout, opts);
+ return 1;
+ }
+
+ if (!vm.count("parse_file") || !vm.count("align_file") ||
+ !vm.count("source_file") || !vm.count("target_file") ||
+ !vm.count("instance_file") || !vm.count("model_prefix")) {
+ print_options(cout, opts);
+ if (!vm.count("parse_file")) cout << "--parse_file NOT FOUND\n";
+ if (!vm.count("align_file")) cout << "--align_file NOT FOUND\n";
+ if (!vm.count("source_file")) cout << "--source_file NOT FOUND\n";
+ if (!vm.count("target_file")) cout << "--target_file NOT FOUND\n";
+ if (!vm.count("instance_file")) cout << "--instance_file NOT FOUND\n";
+ if (!vm.count("model_prefix")) cout << "--model_prefix NOT FOUND\n";
+ exit(0);
+ }
+
+ const char* pOption;
+ if (vm.count("svm_option"))
+ pOption = str("svm_option", vm).c_str();
+ else
+ pOption = NULL;
+
+ SConstReorderTrainer* pTrainer = new SConstReorderTrainer(
+ str("parse_file", vm).c_str(), str("align_file", vm).c_str(),
+ str("source_file", vm).c_str(), str("target_file", vm).c_str(),
+ str("instance_file", vm).c_str(), str("model_prefix", vm).c_str(),
+ vm["classifier_type"].as<int>(), vm["feature_cutoff"].as<int>(), pOption);
+ delete pTrainer;
+ return 1;
}
diff --git a/utils/synutils/maxent-3.0/lbfgs.cpp b/utils/synutils/maxent-3.0/lbfgs.cpp
index 9eb04bef..bd26f048 100644
--- a/utils/synutils/maxent-3.0/lbfgs.cpp
+++ b/utils/synutils/maxent-3.0/lbfgs.cpp
@@ -8,20 +8,17 @@
using namespace std;
-const static int M = LBFGS_M;
+const static int M = LBFGS_M;
const static double LINE_SEARCH_ALPHA = 0.1;
-const static double LINE_SEARCH_BETA = 0.5;
+const static double LINE_SEARCH_BETA = 0.5;
// stopping criteria
-int LBFGS_MAX_ITER = 300;
+int LBFGS_MAX_ITER = 300;
const static double MIN_GRAD_NORM = 0.0001;
-
-double
-ME_Model::backtracking_line_search(
- const Vec & x0, const Vec & grad0, const double f0,
- const Vec & dx, Vec & x, Vec & grad1)
-{
+double ME_Model::backtracking_line_search(const Vec& x0, const Vec& grad0,
+ const double f0, const Vec& dx,
+ Vec& x, Vec& grad1) {
double t = 1.0 / LINE_SEARCH_BETA;
double f;
@@ -39,20 +36,23 @@ ME_Model::backtracking_line_search(
// Jorge Nocedal, "Updating Quasi-Newton Matrices With Limited Storage",
// Mathematics of Computation, Vol. 35, No. 151, pp. 773-782, 1980.
//
-Vec
-approximate_Hg(const int iter, const Vec & grad,
- const Vec s[], const Vec y[], const double z[])
-{
+Vec approximate_Hg(const int iter, const Vec& grad, const Vec s[],
+ const Vec y[], const double z[]) {
int offset, bound;
- if (iter <= M) { offset = 0; bound = iter; }
- else { offset = iter - M; bound = M; }
+ if (iter <= M) {
+ offset = 0;
+ bound = iter;
+ } else {
+ offset = iter - M;
+ bound = M;
+ }
Vec q = grad;
double alpha[M], beta[M];
for (int i = bound - 1; i >= 0; i--) {
const int j = (i + offset) % M;
- alpha[i] = z[j] * dot_product(s[j], q);
- q += -alpha[i] * y[j];
+ alpha[i] = z[j] * dot_product(s[j], q);
+ q += -alpha[i] * y[j];
}
if (iter > 0) {
const int j = (iter - 1) % M;
@@ -63,16 +63,14 @@ approximate_Hg(const int iter, const Vec & grad,
}
for (int i = 0; i <= bound - 1; i++) {
const int j = (i + offset) % M;
- beta[i] = z[j] * dot_product(y[j], q);
- q += s[j] * (alpha[i] - beta[i]);
+ beta[i] = z[j] * dot_product(y[j], q);
+ q += s[j] * (alpha[i] - beta[i]);
}
return q;
}
-vector<double>
-ME_Model::perform_LBFGS(const vector<double> & x0)
-{
+vector<double> ME_Model::perform_LBFGS(const vector<double>& x0) {
const size_t dim = x0.size();
Vec x = x0;
@@ -84,10 +82,11 @@ ME_Model::perform_LBFGS(const vector<double> & x0)
for (int iter = 0; iter < LBFGS_MAX_ITER; iter++) {
- fprintf(stderr, "%3d obj(err) = %f (%6.4f)", iter+1, -f, _train_error);
+ fprintf(stderr, "%3d obj(err) = %f (%6.4f)", iter + 1, -f, _train_error);
if (_nheldout > 0) {
const double heldout_logl = heldout_likelihood();
- fprintf(stderr, " heldout_logl(err) = %f (%6.4f)", heldout_logl, _heldout_error);
+ fprintf(stderr, " heldout_logl(err) = %f (%6.4f)", heldout_logl,
+ _heldout_error);
}
fprintf(stderr, "\n");
@@ -107,4 +106,3 @@ ME_Model::perform_LBFGS(const vector<double> & x0)
return x.STLVec();
}
-
diff --git a/utils/synutils/maxent-3.0/lbfgs.h b/utils/synutils/maxent-3.0/lbfgs.h
index 113919a3..ed5cd944 100644
--- a/utils/synutils/maxent-3.0/lbfgs.h
+++ b/utils/synutils/maxent-3.0/lbfgs.h
@@ -1,21 +1,19 @@
#ifndef _LBFGS_H_
#define _LBFGS_H_
-//template<class FuncGrad>
-//std::vector<double>
-//perform_LBFGS(FuncGrad func_grad, const std::vector<double> & x0);
+// template<class FuncGrad>
+// std::vector<double>
+// perform_LBFGS(FuncGrad func_grad, const std::vector<double> & x0);
-std::vector<double>
-perform_LBFGS(double (*func_grad)(const std::vector<double> &, std::vector<double> &),
- const std::vector<double> & x0);
+std::vector<double> perform_LBFGS(
+ double (*func_grad)(const std::vector<double> &, std::vector<double> &),
+ const std::vector<double> &x0);
+std::vector<double> perform_OWLQN(
+ double (*func_grad)(const std::vector<double> &, std::vector<double> &),
+ const std::vector<double> &x0, const double C);
-std::vector<double>
-perform_OWLQN(double (*func_grad)(const std::vector<double> &, std::vector<double> &),
- const std::vector<double> & x0,
- const double C);
-
-//const int LBFGS_M = 7;
-const int LBFGS_M = 10;
+// const int LBFGS_M = 7;
+const int LBFGS_M = 10;
#endif
diff --git a/utils/synutils/maxent-3.0/mathvec.h b/utils/synutils/maxent-3.0/mathvec.h
index 4ec82797..f8c60e5d 100644
--- a/utils/synutils/maxent-3.0/mathvec.h
+++ b/utils/synutils/maxent-3.0/mathvec.h
@@ -5,41 +5,40 @@
#include <iostream>
#include <cassert>
-class Vec
-{
-private:
+class Vec {
+ private:
std::vector<double> _v;
-public:
+
+ public:
Vec(const size_t n = 0, const double val = 0) { _v.resize(n, val); }
- Vec(const std::vector<double> & v) : _v(v) {}
- const std::vector<double> & STLVec() const { return _v; }
- std::vector<double> & STLVec() { return _v; }
+ Vec(const std::vector<double>& v) : _v(v) {}
+ const std::vector<double>& STLVec() const { return _v; }
+ std::vector<double>& STLVec() { return _v; }
size_t Size() const { return _v.size(); }
- double & operator[](int i) { return _v[i]; }
- const double & operator[](int i) const { return _v[i]; }
- Vec & operator+=(const Vec & b) {
+ double& operator[](int i) { return _v[i]; }
+ const double& operator[](int i) const { return _v[i]; }
+ Vec& operator+=(const Vec& b) {
assert(b.Size() == _v.size());
for (size_t i = 0; i < _v.size(); i++) {
_v[i] += b[i];
}
return *this;
}
- Vec & operator*=(const double c) {
+ Vec& operator*=(const double c) {
for (size_t i = 0; i < _v.size(); i++) {
_v[i] *= c;
}
return *this;
}
- void Project(const Vec & y) {
+ void Project(const Vec& y) {
for (size_t i = 0; i < _v.size(); i++) {
// if (sign(_v[i]) != sign(y[i])) _v[i] = 0;
- if (_v[i] * y[i] <=0) _v[i] = 0;
+ if (_v[i] * y[i] <= 0) _v[i] = 0;
}
}
};
-inline double dot_product(const Vec & a, const Vec & b)
-{
+inline double dot_product(const Vec& a, const Vec& b) {
double sum = 0;
for (size_t i = 0; i < a.Size(); i++) {
sum += a[i] * b[i];
@@ -47,8 +46,7 @@ inline double dot_product(const Vec & a, const Vec & b)
return sum;
}
-inline std::ostream & operator<<(std::ostream & s, const Vec & a)
-{
+inline std::ostream& operator<<(std::ostream& s, const Vec& a) {
s << "(";
for (size_t i = 0; i < a.Size(); i++) {
if (i != 0) s << ", ";
@@ -58,8 +56,7 @@ inline std::ostream & operator<<(std::ostream & s, const Vec & a)
return s;
}
-inline const Vec operator+(const Vec & a, const Vec & b)
-{
+inline const Vec operator+(const Vec& a, const Vec& b) {
Vec v(a.Size());
assert(a.Size() == b.Size());
for (size_t i = 0; i < a.Size(); i++) {
@@ -68,8 +65,7 @@ inline const Vec operator+(const Vec & a, const Vec & b)
return v;
}
-inline const Vec operator-(const Vec & a, const Vec & b)
-{
+inline const Vec operator-(const Vec& a, const Vec& b) {
Vec v(a.Size());
assert(a.Size() == b.Size());
for (size_t i = 0; i < a.Size(); i++) {
@@ -78,8 +74,7 @@ inline const Vec operator-(const Vec & a, const Vec & b)
return v;
}
-inline const Vec operator*(const Vec & a, const double c)
-{
+inline const Vec operator*(const Vec& a, const double c) {
Vec v(a.Size());
for (size_t i = 0; i < a.Size(); i++) {
v[i] = a[i] * c;
@@ -87,11 +82,6 @@ inline const Vec operator*(const Vec & a, const double c)
return v;
}
-inline const Vec operator*(const double c, const Vec & a)
-{
- return a * c;
-}
-
-
+inline const Vec operator*(const double c, const Vec& a) { return a * c; }
#endif
diff --git a/utils/synutils/maxent-3.0/maxent.cpp b/utils/synutils/maxent-3.0/maxent.cpp
index feb0efdc..8d00ac1d 100644
--- a/utils/synutils/maxent-3.0/maxent.cpp
+++ b/utils/synutils/maxent-3.0/maxent.cpp
@@ -9,14 +9,13 @@
using namespace std;
-double
-ME_Model::FunctionGradient(const vector<double> & x, vector<double> & grad)
-{
+double ME_Model::FunctionGradient(const vector<double>& x,
+ vector<double>& grad) {
assert((int)_fb.Size() == x.size());
for (size_t i = 0; i < x.size(); i++) {
_vl[i] = x[i];
}
-
+
double score = update_model_expectation();
if (_l2reg == 0) {
@@ -33,9 +32,7 @@ ME_Model::FunctionGradient(const vector<double> & x, vector<double> & grad)
return -score;
}
-int
-ME_Model::perform_GIS(int C)
-{
+int ME_Model::perform_GIS(int C) {
cerr << "C = " << C << endl;
C = 1;
cerr << "performing AGIS" << endl;
@@ -43,11 +40,13 @@ ME_Model::perform_GIS(int C)
double pre_logl = -999999;
for (int iter = 0; iter < 200; iter++) {
- double logl = update_model_expectation();
- fprintf(stderr, "iter = %2d C = %d f = %10.7f train_err = %7.5f", iter, C, logl, _train_error);
+ double logl = update_model_expectation();
+ fprintf(stderr, "iter = %2d C = %d f = %10.7f train_err = %7.5f", iter,
+ C, logl, _train_error);
if (_heldout.size() > 0) {
double hlogl = heldout_likelihood();
- fprintf(stderr, " heldout_logl(err) = %f (%6.4f)", hlogl, _heldout_error);
+ fprintf(stderr, " heldout_logl(err) = %f (%6.4f)", hlogl,
+ _heldout_error);
}
cerr << endl;
@@ -71,13 +70,13 @@ ME_Model::perform_GIS(int C)
return 0;
}
-int
-ME_Model::perform_QUASI_NEWTON()
-{
+int ME_Model::perform_QUASI_NEWTON() {
const int dim = _fb.Size();
vector<double> x0(dim);
- for (int i = 0; i < dim; i++) { x0[i] = _vl[i]; }
+ for (int i = 0; i < dim; i++) {
+ x0[i] = _vl[i];
+ }
vector<double> x;
if (_l1reg > 0) {
@@ -88,34 +87,39 @@ ME_Model::perform_QUASI_NEWTON()
x = perform_LBFGS(x0);
}
- for (int i = 0; i < dim; i++) { _vl[i] = x[i]; }
+ for (int i = 0; i < dim; i++) {
+ _vl[i] = x[i];
+ }
return 0;
}
-int
-ME_Model::conditional_probability(const Sample & s,
- std::vector<double> & membp) const
-{
- //int num_classes = membp.size();
+int ME_Model::conditional_probability(const Sample& s,
+ std::vector<double>& membp) const {
+ // int num_classes = membp.size();
double sum = 0;
int max_label = -1;
// double maxp = 0;
vector<double> powv(_num_classes, 0.0);
- for (vector<int>::const_iterator j = s.positive_features.begin(); j != s.positive_features.end(); j++){
- for (vector<int>::const_iterator k = _feature2mef[*j].begin(); k != _feature2mef[*j].end(); k++) {
+ for (vector<int>::const_iterator j = s.positive_features.begin();
+ j != s.positive_features.end(); j++) {
+ for (vector<int>::const_iterator k = _feature2mef[*j].begin();
+ k != _feature2mef[*j].end(); k++) {
powv[_fb.Feature(*k).label()] += _vl[*k];
}
}
- for (vector<pair<int, double> >::const_iterator j = s.rvfeatures.begin(); j != s.rvfeatures.end(); j++) {
- for (vector<int>::const_iterator k = _feature2mef[j->first].begin(); k != _feature2mef[j->first].end(); k++) {
+ for (vector<pair<int, double> >::const_iterator j = s.rvfeatures.begin();
+ j != s.rvfeatures.end(); j++) {
+ for (vector<int>::const_iterator k = _feature2mef[j->first].begin();
+ k != _feature2mef[j->first].end(); k++) {
powv[_fb.Feature(*k).label()] += _vl[*k] * j->second;
}
}
- std::vector<double>::const_iterator pmax = max_element(powv.begin(), powv.end());
- double offset = max(0.0, *pmax - 700); // to avoid overflow
+ std::vector<double>::const_iterator pmax =
+ max_element(powv.begin(), powv.end());
+ double offset = max(0.0, *pmax - 700); // to avoid overflow
for (int label = 0; label < _num_classes; label++) {
double pow = powv[label] - offset;
double prod = exp(pow);
@@ -134,33 +138,38 @@ ME_Model::conditional_probability(const Sample & s,
return max_label;
}
-int
-ME_Model::make_feature_bag(const int cutoff)
-{
+int ME_Model::make_feature_bag(const int cutoff) {
int max_num_features = 0;
- // count the occurrences of features
+// count the occurrences of features
#ifdef USE_HASH_MAP
typedef __gnu_cxx::hash_map<unsigned int, int> map_type;
-#else
+#else
typedef std::map<unsigned int, int> map_type;
#endif
map_type count;
if (cutoff > 0) {
- for (std::vector<Sample>::const_iterator i = _vs.begin(); i != _vs.end(); i++) {
- for (std::vector<int>::const_iterator j = i->positive_features.begin(); j != i->positive_features.end(); j++) {
+ for (std::vector<Sample>::const_iterator i = _vs.begin(); i != _vs.end();
+ i++) {
+ for (std::vector<int>::const_iterator j = i->positive_features.begin();
+ j != i->positive_features.end(); j++) {
count[ME_Feature(i->label, *j).body()]++;
}
- for (std::vector<pair<int, double> >::const_iterator j = i->rvfeatures.begin(); j != i->rvfeatures.end(); j++) {
+ for (std::vector<pair<int, double> >::const_iterator j =
+ i->rvfeatures.begin();
+ j != i->rvfeatures.end(); j++) {
count[ME_Feature(i->label, j->first).body()]++;
}
}
}
- int n = 0;
- for (std::vector<Sample>::const_iterator i = _vs.begin(); i != _vs.end(); i++, n++) {
- max_num_features = max(max_num_features, (int)(i->positive_features.size()));
- for (std::vector<int>::const_iterator j = i->positive_features.begin(); j != i->positive_features.end(); j++) {
+ int n = 0;
+ for (std::vector<Sample>::const_iterator i = _vs.begin(); i != _vs.end();
+ i++, n++) {
+ max_num_features =
+ max(max_num_features, (int)(i->positive_features.size()));
+ for (std::vector<int>::const_iterator j = i->positive_features.begin();
+ j != i->positive_features.end(); j++) {
const ME_Feature feature(i->label, *j);
// if (cutoff > 0 && count[feature.body()] < cutoff) continue;
if (cutoff > 0 && count[feature.body()] <= cutoff) continue;
@@ -168,7 +177,9 @@ ME_Model::make_feature_bag(const int cutoff)
// cout << i->label << "\t" << *j << "\t" << id << endl;
// feature2sample[id].push_back(n);
}
- for (std::vector<pair<int, double> >::const_iterator j = i->rvfeatures.begin(); j != i->rvfeatures.end(); j++) {
+ for (std::vector<pair<int, double> >::const_iterator j =
+ i->rvfeatures.begin();
+ j != i->rvfeatures.end(); j++) {
const ME_Feature feature(i->label, j->first);
// if (cutoff > 0 && count[feature.body()] < cutoff) continue;
if (cutoff > 0 && count[feature.body()] <= cutoff) continue;
@@ -176,71 +187,72 @@ ME_Model::make_feature_bag(const int cutoff)
}
}
count.clear();
-
+
// cerr << "num_classes = " << _num_classes << endl;
// cerr << "max_num_features = " << max_num_features << endl;
init_feature2mef();
-
+
return max_num_features;
}
-double
-ME_Model::heldout_likelihood()
-{
+double ME_Model::heldout_likelihood() {
double logl = 0;
int ncorrect = 0;
- for (std::vector<Sample>::const_iterator i = _heldout.begin(); i != _heldout.end(); i++) {
+ for (std::vector<Sample>::const_iterator i = _heldout.begin();
+ i != _heldout.end(); i++) {
vector<double> membp(_num_classes);
int l = classify(*i, membp);
logl += log(membp[i->label]);
if (l == i->label) ncorrect++;
}
_heldout_error = 1 - (double)ncorrect / _heldout.size();
-
+
return logl /= _heldout.size();
}
-double
-ME_Model::update_model_expectation()
-{
+double ME_Model::update_model_expectation() {
double logl = 0;
int ncorrect = 0;
_vme.resize(_fb.Size());
for (int i = 0; i < _fb.Size(); i++) _vme[i] = 0;
-
+
int n = 0;
- for (vector<Sample>::const_iterator i = _vs.begin(); i != _vs.end(); i++, n++) {
+ for (vector<Sample>::const_iterator i = _vs.begin(); i != _vs.end();
+ i++, n++) {
vector<double> membp(_num_classes);
int max_label = conditional_probability(*i, membp);
-
+
logl += log(membp[i->label]);
// cout << membp[*i] << " " << logl << " ";
if (max_label == i->label) ncorrect++;
// model_expectation
- for (vector<int>::const_iterator j = i->positive_features.begin(); j != i->positive_features.end(); j++){
- for (vector<int>::const_iterator k = _feature2mef[*j].begin(); k != _feature2mef[*j].end(); k++) {
- _vme[*k] += membp[_fb.Feature(*k).label()];
+ for (vector<int>::const_iterator j = i->positive_features.begin();
+ j != i->positive_features.end(); j++) {
+ for (vector<int>::const_iterator k = _feature2mef[*j].begin();
+ k != _feature2mef[*j].end(); k++) {
+ _vme[*k] += membp[_fb.Feature(*k).label()];
}
}
- for (vector<pair<int, double> >::const_iterator j = i->rvfeatures.begin(); j != i->rvfeatures.end(); j++) {
- for (vector<int>::const_iterator k = _feature2mef[j->first].begin(); k != _feature2mef[j->first].end(); k++) {
- _vme[*k] += membp[_fb.Feature(*k).label()] * j->second;
+ for (vector<pair<int, double> >::const_iterator j = i->rvfeatures.begin();
+ j != i->rvfeatures.end(); j++) {
+ for (vector<int>::const_iterator k = _feature2mef[j->first].begin();
+ k != _feature2mef[j->first].end(); k++) {
+ _vme[*k] += membp[_fb.Feature(*k).label()] * j->second;
}
}
-
}
for (int i = 0; i < _fb.Size(); i++) {
_vme[i] /= _vs.size();
}
-
+
_train_error = 1 - (double)ncorrect / _vs.size();
logl /= _vs.size();
-
+
if (_l2reg > 0) {
const double c = _l2reg;
for (int i = 0; i < _fb.Size(); i++) {
@@ -248,17 +260,17 @@ ME_Model::update_model_expectation()
}
}
- //logl /= _vs.size();
-
- // fprintf(stderr, "iter =%3d logl = %10.7f train_acc = %7.5f\n", iter, logl, (double)ncorrect/train.size());
- // fprintf(stderr, "logl = %10.7f train_acc = %7.5f\n", logl, (double)ncorrect/_train.size());
+ // logl /= _vs.size();
+
+ // fprintf(stderr, "iter =%3d logl = %10.7f train_acc = %7.5f\n", iter,
+ // logl, (double)ncorrect/train.size());
+ // fprintf(stderr, "logl = %10.7f train_acc = %7.5f\n", logl,
+ // (double)ncorrect/_train.size());
return logl;
}
-int
-ME_Model::train(const vector<ME_Sample> & vms)
-{
+int ME_Model::train(const vector<ME_Sample>& vms) {
_vs.clear();
for (vector<ME_Sample>::const_iterator i = vms.begin(); i != vms.end(); i++) {
add_training_sample(*i);
@@ -267,39 +279,41 @@ ME_Model::train(const vector<ME_Sample> & vms)
return train();
}
-void
-ME_Model::add_training_sample(const ME_Sample & mes)
-{
+void ME_Model::add_training_sample(const ME_Sample& mes) {
Sample s;
s.label = _label_bag.Put(mes.label);
if (s.label > ME_Feature::MAX_LABEL_TYPES) {
cerr << "error: too many types of labels." << endl;
exit(1);
}
- for (vector<string>::const_iterator j = mes.features.begin(); j != mes.features.end(); j++) {
+ for (vector<string>::const_iterator j = mes.features.begin();
+ j != mes.features.end(); j++) {
s.positive_features.push_back(_featurename_bag.Put(*j));
}
- for (vector<pair<string, double> >::const_iterator j = mes.rvfeatures.begin(); j != mes.rvfeatures.end(); j++) {
- s.rvfeatures.push_back(pair<int, double>(_featurename_bag.Put(j->first), j->second));
+ for (vector<pair<string, double> >::const_iterator j = mes.rvfeatures.begin();
+ j != mes.rvfeatures.end(); j++) {
+ s.rvfeatures.push_back(
+ pair<int, double>(_featurename_bag.Put(j->first), j->second));
}
if (_ref_modelp != NULL) {
- ME_Sample tmp = mes;;
+ ME_Sample tmp = mes;
+ ;
s.ref_pd = _ref_modelp->classify(tmp);
}
// cout << s.label << "\t";
- // for (vector<int>::const_iterator j = s.positive_features.begin(); j != s.positive_features.end(); j++){
+ // for (vector<int>::const_iterator j = s.positive_features.begin(); j !=
+ // s.positive_features.end(); j++){
// cout << *j << " ";
// }
// cout << endl;
-
+
_vs.push_back(s);
}
-int
-ME_Model::train()
-{
+int ME_Model::train() {
if (_l1reg > 0 && _l2reg > 0) {
- cerr << "error: L1 and L2 regularizers cannot be used simultaneously." << endl;
+ cerr << "error: L1 and L2 regularizers cannot be used simultaneously."
+ << endl;
return 0;
}
if (_vs.size() == 0) {
@@ -307,20 +321,22 @@ ME_Model::train()
return 0;
}
if (_nheldout >= (int)_vs.size()) {
- cerr << "error: too much heldout data. no training data is available." << endl;
+ cerr << "error: too much heldout data. no training data is available."
+ << endl;
return 0;
}
// if (_nheldout > 0) random_shuffle(_vs.begin(), _vs.end());
int max_label = 0;
- for (std::vector<Sample>::const_iterator i = _vs.begin(); i != _vs.end(); i++) {
+ for (std::vector<Sample>::const_iterator i = _vs.begin(); i != _vs.end();
+ i++) {
max_label = max(max_label, i->label);
}
_num_classes = max_label + 1;
if (_num_classes != _label_bag.Size()) {
cerr << "warning: _num_class != _label_bag.Size()" << endl;
}
-
+
if (_ref_modelp != NULL) {
cerr << "setting reference distribution...";
for (int i = 0; i < _ref_modelp->num_classes(); i++) {
@@ -332,7 +348,7 @@ ME_Model::train()
}
cerr << "done" << endl;
}
-
+
for (int i = 0; i < _nheldout; i++) {
_heldout.push_back(_vs.back());
_vs.pop_back();
@@ -362,25 +378,28 @@ ME_Model::train()
_vee[i] = 0;
}
for (int n = 0; n < (int)_vs.size(); n++) {
- const Sample * i = &_vs[n];
- for (vector<int>::const_iterator j = i->positive_features.begin(); j != i->positive_features.end(); j++){
- for (vector<int>::const_iterator k = _feature2mef[*j].begin(); k != _feature2mef[*j].end(); k++) {
- if (_fb.Feature(*k).label() == i->label) _vee[*k] += 1.0;
+ const Sample* i = &_vs[n];
+ for (vector<int>::const_iterator j = i->positive_features.begin();
+ j != i->positive_features.end(); j++) {
+ for (vector<int>::const_iterator k = _feature2mef[*j].begin();
+ k != _feature2mef[*j].end(); k++) {
+ if (_fb.Feature(*k).label() == i->label) _vee[*k] += 1.0;
}
}
- for (vector<pair<int, double> >::const_iterator j = i->rvfeatures.begin(); j != i->rvfeatures.end(); j++) {
- for (vector<int>::const_iterator k = _feature2mef[j->first].begin(); k != _feature2mef[j->first].end(); k++) {
- if (_fb.Feature(*k).label() == i->label) _vee[*k] += j->second;
+ for (vector<pair<int, double> >::const_iterator j = i->rvfeatures.begin();
+ j != i->rvfeatures.end(); j++) {
+ for (vector<int>::const_iterator k = _feature2mef[j->first].begin();
+ k != _feature2mef[j->first].end(); k++) {
+ if (_fb.Feature(*k).label() == i->label) _vee[*k] += j->second;
}
}
-
}
for (int i = 0; i < _fb.Size(); i++) {
_vee[i] /= _vs.size();
}
cerr << "done" << endl;
-
+
_vl.resize(_fb.Size());
for (int i = 0; i < _fb.Size(); i++) _vl[i] = 0.0;
@@ -399,13 +418,12 @@ ME_Model::train()
return 0;
}
-void
-ME_Model::get_features(list< pair< pair<string, string>, double> > & fl)
-{
+void ME_Model::get_features(list<pair<pair<string, string>, double> >& fl) {
fl.clear();
// for (int i = 0; i < _fb.Size(); i++) {
// ME_Feature f = _fb.Feature(i);
- // fl.push_back( make_pair(make_pair(_label_bag.Str(f.label()), _featurename_bag.Str(f.feature())), _vl[i]));
+ // fl.push_back( make_pair(make_pair(_label_bag.Str(f.label()),
+ // _featurename_bag.Str(f.feature())), _vl[i]));
// }
for (MiniStringBag::map_type::const_iterator i = _featurename_bag.begin();
i != _featurename_bag.end(); i++) {
@@ -414,14 +432,12 @@ ME_Model::get_features(list< pair< pair<string, string>, double> > & fl)
string history = i->first;
int id = _fb.Id(ME_Feature(j, i->second));
if (id < 0) continue;
- fl.push_back( make_pair(make_pair(label, history), _vl[id]) );
+ fl.push_back(make_pair(make_pair(label, history), _vl[id]));
}
}
}
-void
-ME_Model::clear()
-{
+void ME_Model::clear() {
_vl.clear();
_label_bag.Clear();
_featurename_bag.Clear();
@@ -433,10 +449,8 @@ ME_Model::clear()
_heldout.clear();
}
-bool
-ME_Model::load_from_file(const string & filename)
-{
- FILE * fp = fopen(filename.c_str(), "r");
+bool ME_Model::load_from_file(const string& filename) {
+ FILE* fp = fopen(filename.c_str(), "r");
if (!fp) {
cerr << "error: cannot open " << filename << "!" << endl;
return false;
@@ -447,22 +461,22 @@ ME_Model::load_from_file(const string & filename)
_featurename_bag.Clear();
_fb.Clear();
char buf[1024];
- while(fgets(buf, 1024, fp)) {
+ while (fgets(buf, 1024, fp)) {
string line(buf);
string::size_type t1 = line.find_first_of('\t');
string::size_type t2 = line.find_last_of('\t');
string classname = line.substr(0, t1);
- string featurename = line.substr(t1 + 1, t2 - (t1 + 1) );
+ string featurename = line.substr(t1 + 1, t2 - (t1 + 1));
float lambda;
- string w = line.substr(t2+1);
+ string w = line.substr(t2 + 1);
sscanf(w.c_str(), "%f", &lambda);
-
+
int label = _label_bag.Put(classname);
int feature = _featurename_bag.Put(featurename);
_fb.Put(ME_Feature(label, feature));
_vl.push_back(lambda);
}
-
+
_num_classes = _label_bag.Size();
init_feature2mef();
@@ -472,9 +486,7 @@ ME_Model::load_from_file(const string & filename)
return true;
}
-void
-ME_Model::init_feature2mef()
-{
+void ME_Model::init_feature2mef() {
_feature2mef.clear();
for (int i = 0; i < _featurename_bag.Size(); i++) {
vector<int> vi;
@@ -486,9 +498,7 @@ ME_Model::init_feature2mef()
}
}
-bool
-ME_Model::load_from_array(const ME_Model_Data data[])
-{
+bool ME_Model::load_from_array(const ME_Model_Data data[]) {
_vl.clear();
for (int i = 0;; i++) {
if (string(data[i].label) == "///") break;
@@ -500,14 +510,12 @@ ME_Model::load_from_array(const ME_Model_Data data[])
_num_classes = _label_bag.Size();
init_feature2mef();
-
+
return true;
}
-bool
-ME_Model::save_to_file(const string & filename, const double th) const
-{
- FILE * fp = fopen(filename.c_str(), "w");
+bool ME_Model::save_to_file(const string& filename, const double th) const {
+ FILE* fp = fopen(filename.c_str(), "w");
if (!fp) {
cerr << "error: cannot open " << filename << "!" << endl;
return false;
@@ -516,7 +524,8 @@ ME_Model::save_to_file(const string & filename, const double th) const
// for (int i = 0; i < _fb.Size(); i++) {
// if (_vl[i] == 0) continue; // ignore zero-weight features
// ME_Feature f = _fb.Feature(i);
- // fprintf(fp, "%s\t%s\t%f\n", _label_bag.Str(f.label()).c_str(), _featurename_bag.Str(f.feature()).c_str(), _vl[i]);
+ // fprintf(fp, "%s\t%s\t%f\n", _label_bag.Str(f.label()).c_str(),
+ // _featurename_bag.Str(f.feature()).c_str(), _vl[i]);
// }
for (MiniStringBag::map_type::const_iterator i = _featurename_bag.begin();
i != _featurename_bag.end(); i++) {
@@ -525,8 +534,8 @@ ME_Model::save_to_file(const string & filename, const double th) const
string history = i->first;
int id = _fb.Id(ME_Feature(j, i->second));
if (id < 0) continue;
- if (_vl[id] == 0) continue; // ignore zero-weight features
- if (fabs(_vl[id]) < th) continue; // cut off low-weight features
+ if (_vl[id] == 0) continue; // ignore zero-weight features
+ if (fabs(_vl[id]) < th) continue; // cut off low-weight features
fprintf(fp, "%s\t%s\t%f\n", label.c_str(), history.c_str(), _vl[id]);
}
}
@@ -536,9 +545,7 @@ ME_Model::save_to_file(const string & filename, const double th) const
return true;
}
-void
-ME_Model::set_ref_dist(Sample & s) const
-{
+void ME_Model::set_ref_dist(Sample& s) const {
vector<double> v0 = s.ref_pd;
vector<double> v(_num_classes);
for (unsigned int i = 0; i < v.size(); i++) {
@@ -548,14 +555,12 @@ ME_Model::set_ref_dist(Sample & s) const
if (id_ref != -1) {
v[i] = v0[id_ref];
}
- if (v[i] == 0) v[i] = 0.001; // to avoid -inf logl
+ if (v[i] == 0) v[i] = 0.001; // to avoid -inf logl
}
s.ref_pd = v;
}
-
-int
-ME_Model::classify(const Sample & nbs, vector<double> & membp) const
-{
+
+int ME_Model::classify(const Sample& nbs, vector<double>& membp) const {
// vector<double> membp(_num_classes);
assert(_num_classes == (int)membp.size());
conditional_probability(nbs, membp);
@@ -563,22 +568,24 @@ ME_Model::classify(const Sample & nbs, vector<double> & membp) const
double max = 0.0;
for (int i = 0; i < (int)membp.size(); i++) {
// cout << membp[i] << " ";
- if (membp[i] > max) { max_label = i; max = membp[i]; }
+ if (membp[i] > max) {
+ max_label = i;
+ max = membp[i];
+ }
}
// cout << endl;
return max_label;
}
-vector<double>
-ME_Model::classify(ME_Sample & mes) const
-{
+vector<double> ME_Model::classify(ME_Sample& mes) const {
Sample s;
- for (vector<string>::const_iterator j = mes.features.begin(); j != mes.features.end(); j++) {
+ for (vector<string>::const_iterator j = mes.features.begin();
+ j != mes.features.end(); j++) {
int id = _featurename_bag.Id(*j);
- if (id >= 0)
- s.positive_features.push_back(id);
+ if (id >= 0) s.positive_features.push_back(id);
}
- for (vector<pair<string, double> >::const_iterator j = mes.rvfeatures.begin(); j != mes.rvfeatures.end(); j++) {
+ for (vector<pair<string, double> >::const_iterator j = mes.rvfeatures.begin();
+ j != mes.rvfeatures.end(); j++) {
int id = _featurename_bag.Id(j->first);
if (id >= 0) {
s.rvfeatures.push_back(pair<int, double>(id, j->second));
@@ -595,7 +602,6 @@ ME_Model::classify(ME_Sample & mes) const
return vp;
}
-
/*
* $Log: maxent.cpp,v $
* Revision 1.1.1.1 2007/05/15 08:30:35 kyoshida
@@ -695,4 +701,3 @@ ME_Model::classify(ME_Sample & mes) const
* remove some comments
*
*/
-
diff --git a/utils/synutils/maxent-3.0/maxent.h b/utils/synutils/maxent-3.0/maxent.h
index a4391ead..88a04e25 100644
--- a/utils/synutils/maxent-3.0/maxent.h
+++ b/utils/synutils/maxent-3.0/maxent.h
@@ -15,7 +15,8 @@
#include <cassert>
#include "mathvec.h"
-#define USE_HASH_MAP // if you encounter errors with hash, try commenting out this line. (the program will be a bit slower, though)
+#define USE_HASH_MAP // if you encounter errors with hash, try commenting out
+ // this line. (the program will be a bit slower, though)
#ifdef USE_HASH_MAP
#include <ext/hash_map>
#endif
@@ -23,68 +24,68 @@
//
// data format for each sample for training/testing
//
-struct ME_Sample
-{
-public:
+struct ME_Sample {
+ public:
ME_Sample() : label("") {};
- ME_Sample(const std::string & l) : label(l) {};
- void set_label(const std::string & l) { label = l; }
+ ME_Sample(const std::string& l) : label(l) {};
+ void set_label(const std::string& l) { label = l; }
// to add a binary feature
- void add_feature(const std::string & f) {
- features.push_back(f);
- }
+ void add_feature(const std::string& f) { features.push_back(f); }
// to add a real-valued feature
- void add_feature(const std::string & s, const double d) {
- rvfeatures.push_back(std::pair<std::string, double>(s, d));
+ void add_feature(const std::string& s, const double d) {
+ rvfeatures.push_back(std::pair<std::string, double>(s, d));
}
-public:
+ public:
std::string label;
std::vector<std::string> features;
std::vector<std::pair<std::string, double> > rvfeatures;
// obsolete
- void add_feature(const std::pair<std::string, double> & f) {
- rvfeatures.push_back(f); // real-valued features
+ void add_feature(const std::pair<std::string, double>& f) {
+ rvfeatures.push_back(f); // real-valued features
}
};
-
//
// for those who want to use load_from_array()
//
-typedef struct ME_Model_Data
-{
- char * label;
- char * feature;
+typedef struct ME_Model_Data {
+ char* label;
+ char* feature;
double weight;
} ME_Model_Data;
-
-class ME_Model
-{
-public:
-
- void add_training_sample(const ME_Sample & s);
+class ME_Model {
+ public:
+ void add_training_sample(const ME_Sample& s);
int train();
- std::vector<double> classify(ME_Sample & s) const;
- bool load_from_file(const std::string & filename);
- bool save_to_file(const std::string & filename, const double th = 0) const;
+ std::vector<double> classify(ME_Sample& s) const;
+ bool load_from_file(const std::string& filename);
+ bool save_to_file(const std::string& filename, const double th = 0) const;
int num_classes() const { return _num_classes; }
std::string get_class_label(int i) const { return _label_bag.Str(i); }
- int get_class_id(const std::string & s) const { return _label_bag.Id(s); }
- void get_features(std::list< std::pair< std::pair<std::string, std::string>, double> > & fl);
- void set_heldout(const int h, const int n = 0) { _nheldout = h; _early_stopping_n = n; };
+ int get_class_id(const std::string& s) const { return _label_bag.Id(s); }
+ void get_features(
+ std::list<std::pair<std::pair<std::string, std::string>, double> >& fl);
+ void set_heldout(const int h, const int n = 0) {
+ _nheldout = h;
+ _early_stopping_n = n;
+ };
void use_l1_regularizer(const double v) { _l1reg = v; }
void use_l2_regularizer(const double v) { _l2reg = v; }
void use_SGD(int iter = 30, double eta0 = 1, double alpha = 0.85) {
_optimization_method = SGD;
- SGD_ITER = iter; SGD_ETA0 = eta0; SGD_ALPHA = alpha;
+ SGD_ITER = iter;
+ SGD_ETA0 = eta0;
+ SGD_ALPHA = alpha;
}
bool load_from_array(const ME_Model_Data data[]);
- void set_reference_model(const ME_Model & ref_model) { _ref_modelp = &ref_model; };
+ void set_reference_model(const ME_Model& ref_model) {
+ _ref_modelp = &ref_model;
+ };
void clear();
ME_Model() {
@@ -95,13 +96,16 @@ public:
_optimization_method = LBFGS;
}
-public:
+ public:
// obsolete. just for downward compatibility
- int train(const std::vector<ME_Sample> & train);
-
-private:
-
- enum OPTIMIZATION_METHOD { LBFGS, OWLQN, SGD } _optimization_method;
+ int train(const std::vector<ME_Sample>& train);
+
+ private:
+ enum OPTIMIZATION_METHOD {
+ LBFGS,
+ OWLQN,
+ SGD
+ } _optimization_method;
// OWLQN and SGD are available only for L1-regularization
int SGD_ITER;
@@ -109,13 +113,13 @@ private:
double SGD_ALPHA;
double _l1reg, _l2reg;
-
+
struct Sample {
int label;
std::vector<int> positive_features;
std::vector<std::pair<int, double> > rvfeatures;
- std::vector<double> ref_pd; // reference probability distribution
- bool operator<(const Sample & x) const {
+ std::vector<double> ref_pd; // reference probability distribution
+ bool operator<(const Sample& x) const {
for (unsigned int i = 0; i < positive_features.size(); i++) {
if (i >= x.positive_features.size()) return false;
int v0 = positive_features[i];
@@ -127,10 +131,11 @@ private:
}
};
- struct ME_Feature
- {
- enum { MAX_LABEL_TYPES = 255 };
-
+ struct ME_Feature {
+ enum {
+ MAX_LABEL_TYPES = 255
+ };
+
// ME_Feature(const int l, const int f) : _body((l << 24) + f) {
// assert(l >= 0 && l < 256);
// assert(f >= 0 && f <= 0xffffff);
@@ -144,20 +149,20 @@ private:
int label() const { return _body & 0xff; }
int feature() const { return _body >> 8; }
unsigned int body() const { return _body; }
- private:
+
+ private:
unsigned int _body;
};
- struct ME_FeatureBag
- {
+ struct ME_FeatureBag {
#ifdef USE_HASH_MAP
typedef __gnu_cxx::hash_map<unsigned int, int> map_type;
-#else
+#else
typedef std::map<unsigned int, int> map_type;
#endif
map_type mef2id;
std::vector<ME_Feature> id2mef;
- int Put(const ME_Feature & i) {
+ int Put(const ME_Feature& i) {
map_type::const_iterator j = mef2id.find(i.body());
if (j == mef2id.end()) {
int id = id2mef.size();
@@ -167,7 +172,7 @@ private:
}
return j->second;
}
- int Id(const ME_Feature & i) const {
+ int Id(const ME_Feature& i) const {
map_type::const_iterator j = mef2id.find(i.body());
if (j == mef2id.end()) {
return -1;
@@ -178,17 +183,14 @@ private:
assert(id >= 0 && id < (int)id2mef.size());
return id2mef[id];
}
- int Size() const {
- return id2mef.size();
- }
+ int Size() const { return id2mef.size(); }
void Clear() {
mef2id.clear();
id2mef.clear();
}
};
- struct hashfun_str
- {
+ struct hashfun_str {
size_t operator()(const std::string& s) const {
assert(sizeof(int) == 4 && sizeof(char) == 1);
const int* p = reinterpret_cast<const int*>(s.c_str());
@@ -196,7 +198,7 @@ private:
int n = s.size() / 4;
for (int i = 0; i < n; i++, p++) {
// v ^= *p;
- v ^= *p << (4 * (i % 2)); // note) 0 <= char < 128
+ v ^= *p << (4 * (i % 2)); // note) 0 <= char < 128
}
int m = s.size() % 4;
for (int i = 0; i < m; i++) {
@@ -206,17 +208,16 @@ private:
}
};
- struct MiniStringBag
- {
+ struct MiniStringBag {
#ifdef USE_HASH_MAP
typedef __gnu_cxx::hash_map<std::string, int, hashfun_str> map_type;
-#else
+#else
typedef std::map<std::string, int> map_type;
#endif
int _size;
map_type str2id;
MiniStringBag() : _size(0) {}
- int Put(const std::string & i) {
+ int Put(const std::string& i) {
map_type::const_iterator j = str2id.find(i);
if (j == str2id.end()) {
int id = _size;
@@ -226,21 +227,23 @@ private:
}
return j->second;
}
- int Id(const std::string & i) const {
+ int Id(const std::string& i) const {
map_type::const_iterator j = str2id.find(i);
- if (j == str2id.end()) return -1;
+ if (j == str2id.end()) return -1;
return j->second;
}
int Size() const { return _size; }
- void Clear() { str2id.clear(); _size = 0; }
+ void Clear() {
+ str2id.clear();
+ _size = 0;
+ }
map_type::const_iterator begin() const { return str2id.begin(); }
- map_type::const_iterator end() const { return str2id.end(); }
+ map_type::const_iterator end() const { return str2id.end(); }
};
- struct StringBag : public MiniStringBag
- {
+ struct StringBag : public MiniStringBag {
std::vector<std::string> id2str;
- int Put(const std::string & i) {
+ int Put(const std::string& i) {
map_type::const_iterator j = str2id.find(i);
if (j == str2id.end()) {
int id = id2str.size();
@@ -261,7 +264,7 @@ private:
}
};
- std::vector<Sample> _vs; // vector of training_samples
+ std::vector<Sample> _vs; // vector of training_samples
StringBag _label_bag;
MiniStringBag _featurename_bag;
std::vector<double> _vl; // vector of lambda
@@ -269,42 +272,46 @@ private:
int _num_classes;
std::vector<double> _vee; // empirical expectation
std::vector<double> _vme; // empirical expectation
- std::vector< std::vector< int > > _feature2mef;
- std::vector< Sample > _heldout;
- double _train_error; // current error rate on the training data
- double _heldout_error; // current error rate on the heldout data
+ std::vector<std::vector<int> > _feature2mef;
+ std::vector<Sample> _heldout;
+ double _train_error; // current error rate on the training data
+ double _heldout_error; // current error rate on the heldout data
int _nheldout;
int _early_stopping_n;
std::vector<double> _vhlogl;
- const ME_Model * _ref_modelp;
+ const ME_Model* _ref_modelp;
double heldout_likelihood();
- int conditional_probability(const Sample & nbs, std::vector<double> & membp) const;
+ int conditional_probability(const Sample& nbs,
+ std::vector<double>& membp) const;
int make_feature_bag(const int cutoff);
- int classify(const Sample & nbs, std::vector<double> & membp) const;
+ int classify(const Sample& nbs, std::vector<double>& membp) const;
double update_model_expectation();
int perform_QUASI_NEWTON();
int perform_SGD();
int perform_GIS(int C);
- std::vector<double> perform_LBFGS(const std::vector<double> & x0);
- std::vector<double> perform_OWLQN(const std::vector<double> & x0, const double C);
- double backtracking_line_search(const Vec & x0, const Vec & grad0, const double f0, const Vec & dx, Vec & x, Vec & grad1);
- double regularized_func_grad(const double C, const Vec & x, Vec & grad);
- double constrained_line_search(double C, const Vec & x0, const Vec & grad0, const double f0, const Vec & dx, Vec & x, Vec & grad1);
-
-
- void set_ref_dist(Sample & s) const;
+ std::vector<double> perform_LBFGS(const std::vector<double>& x0);
+ std::vector<double> perform_OWLQN(const std::vector<double>& x0,
+ const double C);
+ double backtracking_line_search(const Vec& x0, const Vec& grad0,
+ const double f0, const Vec& dx, Vec& x,
+ Vec& grad1);
+ double regularized_func_grad(const double C, const Vec& x, Vec& grad);
+ double constrained_line_search(double C, const Vec& x0, const Vec& grad0,
+ const double f0, const Vec& dx, Vec& x,
+ Vec& grad1);
+
+ void set_ref_dist(Sample& s) const;
void init_feature2mef();
- double FunctionGradient(const std::vector<double> & x, std::vector<double> & grad);
- static double FunctionGradientWrapper(const std::vector<double> & x, std::vector<double> & grad);
-
+ double FunctionGradient(const std::vector<double>& x,
+ std::vector<double>& grad);
+ static double FunctionGradientWrapper(const std::vector<double>& x,
+ std::vector<double>& grad);
};
-
#endif
-
/*
* $Log: maxent.h,v $
* Revision 1.1.1.1 2007/05/15 08:30:35 kyoshida
diff --git a/utils/synutils/maxent-3.0/owlqn.cpp b/utils/synutils/maxent-3.0/owlqn.cpp
index 7b2cea7d..c3a0f0da 100644
--- a/utils/synutils/maxent-3.0/owlqn.cpp
+++ b/utils/synutils/maxent-3.0/owlqn.cpp
@@ -8,29 +8,24 @@
using namespace std;
-const static int M = LBFGS_M;
+const static int M = LBFGS_M;
const static double LINE_SEARCH_ALPHA = 0.1;
-const static double LINE_SEARCH_BETA = 0.5;
+const static double LINE_SEARCH_BETA = 0.5;
// stopping criteria
-int OWLQN_MAX_ITER = 300;
+int OWLQN_MAX_ITER = 300;
const static double MIN_GRAD_NORM = 0.0001;
+Vec approximate_Hg(const int iter, const Vec& grad, const Vec s[],
+ const Vec y[], const double z[]);
-Vec approximate_Hg(const int iter, const Vec & grad,
- const Vec s[], const Vec y[], const double z[]);
-
-
-inline int sign(double x)
-{
+inline int sign(double x) {
if (x > 0) return 1;
if (x < 0) return -1;
return 0;
};
-static Vec
-pseudo_gradient(const Vec & x, const Vec & grad0, const double C)
-{
+static Vec pseudo_gradient(const Vec& x, const Vec& grad0, const double C) {
Vec grad = grad0;
for (size_t i = 0; i < x.Size(); i++) {
if (x[i] != 0) {
@@ -53,9 +48,8 @@ pseudo_gradient(const Vec & x, const Vec & grad0, const double C)
return grad;
}
-double
-ME_Model::regularized_func_grad(const double C, const Vec & x, Vec & grad)
-{
+double ME_Model::regularized_func_grad(const double C, const Vec& x,
+ Vec& grad) {
double f = FunctionGradient(x.STLVec(), grad.STLVec());
for (size_t i = 0; i < x.Size(); i++) {
f += C * fabs(x[i]);
@@ -64,11 +58,9 @@ ME_Model::regularized_func_grad(const double C, const Vec & x, Vec & grad)
return f;
}
-double
-ME_Model::constrained_line_search(double C,
- const Vec & x0, const Vec & grad0, const double f0,
- const Vec & dx, Vec & x, Vec & grad1)
-{
+double ME_Model::constrained_line_search(double C, const Vec& x0,
+ const Vec& grad0, const double f0,
+ const Vec& dx, Vec& x, Vec& grad1) {
// compute the orthant to explore
Vec orthant = x0;
for (size_t i = 0; i < orthant.Size(); i++) {
@@ -93,9 +85,8 @@ ME_Model::constrained_line_search(double C,
return f;
}
-vector<double>
-ME_Model::perform_OWLQN(const vector<double> & x0, const double C)
-{
+vector<double> ME_Model::perform_OWLQN(const vector<double>& x0,
+ const double C) {
const size_t dim = x0.size();
Vec x = x0;
@@ -108,18 +99,18 @@ ME_Model::perform_OWLQN(const vector<double> & x0, const double C)
for (int iter = 0; iter < OWLQN_MAX_ITER; iter++) {
Vec pg = pseudo_gradient(x, grad, C);
- fprintf(stderr, "%3d obj(err) = %f (%6.4f)", iter+1, -f, _train_error);
+ fprintf(stderr, "%3d obj(err) = %f (%6.4f)", iter + 1, -f, _train_error);
if (_nheldout > 0) {
const double heldout_logl = heldout_likelihood();
- fprintf(stderr, " heldout_logl(err) = %f (%6.4f)", heldout_logl, _heldout_error);
+ fprintf(stderr, " heldout_logl(err) = %f (%6.4f)", heldout_logl,
+ _heldout_error);
}
fprintf(stderr, "\n");
if (sqrt(dot_product(pg, pg)) < MIN_GRAD_NORM) break;
dx = -1 * approximate_Hg(iter, pg, s, y, z);
- if (dot_product(dx, pg) >= 0)
- dx.Project(-1 * pg);
+ if (dot_product(dx, pg) >= 0) dx.Project(-1 * pg);
Vec x1(dim), grad1(dim);
f = constrained_line_search(C, x, pg, f, dx, x1, grad1);
@@ -134,4 +125,3 @@ ME_Model::perform_OWLQN(const vector<double> & x0, const double C)
return x.STLVec();
}
-
diff --git a/utils/synutils/maxent-3.0/sgd.cpp b/utils/synutils/maxent-3.0/sgd.cpp
index 6d28c23f..8613edca 100644
--- a/utils/synutils/maxent-3.0/sgd.cpp
+++ b/utils/synutils/maxent-3.0/sgd.cpp
@@ -4,23 +4,20 @@
using namespace std;
-//const double SGD_ETA0 = 1;
-//const double SGD_ITER = 30;
-//const double SGD_ALPHA = 0.85;
-
+// const double SGD_ETA0 = 1;
+// const double SGD_ITER = 30;
+// const double SGD_ALPHA = 0.85;
//#define FOLOS_NAIVE
//#define FOLOS_LAZY
#define SGD_CP
-inline void
-apply_l1_penalty(const int i, const double u,
- vector<double> & _vl, vector<double> & q)
-{
- double & w = _vl[i];
+inline void apply_l1_penalty(const int i, const double u, vector<double>& _vl,
+ vector<double>& q) {
+ double& w = _vl[i];
const double z = w;
- double & qi = q[i];
- if (w > 0) {
+ double& qi = q[i];
+ if (w > 0) {
w = max(0.0, w - (u + qi));
} else if (w < 0) {
w = min(0.0, w + (u - qi));
@@ -28,31 +25,29 @@ apply_l1_penalty(const int i, const double u,
qi += w - z;
}
-static double
-l1norm(const vector<double>& v)
-{
+static double l1norm(const vector<double>& v) {
double sum = 0;
for (size_t i = 0; i < v.size(); i++) sum += abs(v[i]);
return sum;
}
-inline void
-update_folos_lazy(const int iter_sample,
- const int k, vector<double> & _vl, const vector<double> & sum_eta,
- vector<int> & last_updated)
-{
+inline void update_folos_lazy(const int iter_sample, const int k,
+ vector<double>& _vl,
+ const vector<double>& sum_eta,
+ vector<int>& last_updated) {
const double penalty = sum_eta[iter_sample] - sum_eta[last_updated[k]];
- double & x = _vl[k];
- if (x > 0) x = max(0.0, x - penalty);
- else x = min(0.0, x + penalty);
+ double& x = _vl[k];
+ if (x > 0)
+ x = max(0.0, x - penalty);
+ else
+ x = min(0.0, x + penalty);
last_updated[k] = iter_sample;
}
-int
-ME_Model::perform_SGD()
-{
+int ME_Model::perform_SGD() {
if (_l2reg > 0) {
- cerr << "error: L2 regularization is currently not supported in SGD mode." << endl;
+ cerr << "error: L2 regularization is currently not supported in SGD mode."
+ << endl;
exit(1);
}
@@ -85,95 +80,113 @@ ME_Model::perform_SGD()
double logl = 0;
int ncorrect = 0, ntotal = 0;
for (size_t i = 0; i < _vs.size(); i++, ntotal++, iter_sample++) {
- const Sample & s = _vs[ri[i]];
+ const Sample& s = _vs[ri[i]];
#ifdef FOLOS_LAZY
- for (vector<int>::const_iterator j = s.positive_features.begin(); j != s.positive_features.end(); j++){
- for (vector<int>::const_iterator k = _feature2mef[*j].begin(); k != _feature2mef[*j].end(); k++) {
- update_folos_lazy(iter_sample, *k, _vl, sum_eta, last_updated);
- }
+ for (vector<int>::const_iterator j = s.positive_features.begin();
+ j != s.positive_features.end(); j++) {
+ for (vector<int>::const_iterator k = _feature2mef[*j].begin();
+ k != _feature2mef[*j].end(); k++) {
+ update_folos_lazy(iter_sample, *k, _vl, sum_eta, last_updated);
+ }
}
#endif
vector<double> membp(_num_classes);
const int max_label = conditional_probability(s, membp);
- const double eta = eta0 * pow(SGD_ALPHA, (double)iter_sample / _vs.size()); // exponential decay
- // const double eta = eta0 / (1.0 + (double)iter_sample / _vs.size());
+ const double eta =
+ eta0 * pow(SGD_ALPHA,
+ (double)iter_sample / _vs.size()); // exponential decay
+ // const double eta = eta0 / (1.0 + (double)iter_sample /
+ // _vs.size());
- // if (iter_sample % _vs.size() == 0) cerr << "eta = " << eta << endl;
+ // if (iter_sample % _vs.size() == 0) cerr << "eta = " << eta <<
+ // endl;
u += eta * l1param;
sum_eta.push_back(sum_eta.back() + eta * l1param);
-
+
logl += log(membp[s.label]);
if (max_label == s.label) ncorrect++;
// binary features
- for (vector<int>::const_iterator j = s.positive_features.begin(); j != s.positive_features.end(); j++){
- for (vector<int>::const_iterator k = _feature2mef[*j].begin(); k != _feature2mef[*j].end(); k++) {
- const double me = membp[_fb.Feature(*k).label()];
- const double ee = (_fb.Feature(*k).label() == s.label ? 1.0 : 0);
- const double grad = (me - ee);
- _vl[*k] -= eta * grad;
+ for (vector<int>::const_iterator j = s.positive_features.begin();
+ j != s.positive_features.end(); j++) {
+ for (vector<int>::const_iterator k = _feature2mef[*j].begin();
+ k != _feature2mef[*j].end(); k++) {
+ const double me = membp[_fb.Feature(*k).label()];
+ const double ee = (_fb.Feature(*k).label() == s.label ? 1.0 : 0);
+ const double grad = (me - ee);
+ _vl[*k] -= eta * grad;
#ifdef SGD_CP
- apply_l1_penalty(*k, u, _vl, q);
+ apply_l1_penalty(*k, u, _vl, q);
#endif
- }
+ }
}
// real-valued features
- for (vector<pair<int, double> >::const_iterator j = s.rvfeatures.begin(); j != s.rvfeatures.end(); j++) {
- for (vector<int>::const_iterator k = _feature2mef[j->first].begin(); k != _feature2mef[j->first].end(); k++) {
- const double me = membp[_fb.Feature(*k).label()];
- const double ee = (_fb.Feature(*k).label() == s.label ? 1.0 : 0);
- const double grad = (me - ee) * j->second;
- _vl[*k] -= eta * grad;
+ for (vector<pair<int, double> >::const_iterator j = s.rvfeatures.begin();
+ j != s.rvfeatures.end(); j++) {
+ for (vector<int>::const_iterator k = _feature2mef[j->first].begin();
+ k != _feature2mef[j->first].end(); k++) {
+ const double me = membp[_fb.Feature(*k).label()];
+ const double ee = (_fb.Feature(*k).label() == s.label ? 1.0 : 0);
+ const double grad = (me - ee) * j->second;
+ _vl[*k] -= eta * grad;
#ifdef SGD_CP
- apply_l1_penalty(*k, u, _vl, q);
+ apply_l1_penalty(*k, u, _vl, q);
#endif
- }
+ }
}
#ifdef FOLOS_NAIVE
for (size_t j = 0; j < d; j++) {
- double & x = _vl[j];
- if (x > 0) x = max(0.0, x - eta * l1param);
- else x = min(0.0, x + eta * l1param);
+ double& x = _vl[j];
+ if (x > 0)
+ x = max(0.0, x - eta * l1param);
+ else
+ x = min(0.0, x + eta * l1param);
}
#endif
-
}
logl /= _vs.size();
- // fprintf(stderr, "%4d logl = %8.3f acc = %6.4f ", iter, logl, (double)ncorrect / ntotal);
+// fprintf(stderr, "%4d logl = %8.3f acc = %6.4f ", iter, logl,
+// (double)ncorrect / ntotal);
#ifdef FOLOS_LAZY
if (l1param > 0) {
for (size_t j = 0; j < d; j++)
- update_folos_lazy(iter_sample, j, _vl, sum_eta, last_updated);
+ update_folos_lazy(iter_sample, j, _vl, sum_eta, last_updated);
}
#endif
double f = logl;
if (l1param > 0) {
- const double l1 = l1norm(_vl); // this is not accurate when lazy update is used
- // cerr << "f0 = " << update_model_expectation() - l1param * l1 << " ";
+ const double l1 =
+ l1norm(_vl); // this is not accurate when lazy update is used
+ // cerr << "f0 = " << update_model_expectation() - l1param * l1 << "
+ // ";
f -= l1param * l1;
int nonzero = 0;
- for (int j = 0; j < d; j++) if (_vl[j] != 0) nonzero++;
- // cerr << " f = " << f << " l1 = " << l1 << " nonzero_features = " << nonzero << endl;
+ for (int j = 0; j < d; j++)
+ if (_vl[j] != 0) nonzero++;
+ // cerr << " f = " << f << " l1 = " << l1 << " nonzero_features = "
+ // << nonzero << endl;
}
- // fprintf(stderr, "%4d obj = %7.3f acc = %6.4f", iter+1, f, (double)ncorrect/ntotal);
+ // fprintf(stderr, "%4d obj = %7.3f acc = %6.4f", iter+1, f,
+ // (double)ncorrect/ntotal);
// fprintf(stderr, "%4d obj = %f", iter+1, f);
- fprintf(stderr, "%3d obj(err) = %f (%6.4f)", iter+1, f, 1 - (double)ncorrect/ntotal);
+ fprintf(stderr, "%3d obj(err) = %f (%6.4f)", iter + 1, f,
+ 1 - (double)ncorrect / ntotal);
if (_nheldout > 0) {
double heldout_logl = heldout_likelihood();
- // fprintf(stderr, " heldout_logl = %f acc = %6.4f\n", heldout_logl, 1 - _heldout_error);
- fprintf(stderr, " heldout_logl(err) = %f (%6.4f)", heldout_logl, _heldout_error);
+ // fprintf(stderr, " heldout_logl = %f acc = %6.4f\n",
+ // heldout_logl, 1 - _heldout_error);
+ fprintf(stderr, " heldout_logl(err) = %f (%6.4f)", heldout_logl,
+ _heldout_error);
}
fprintf(stderr, "\n");
-
-
}
return 0;
diff --git a/utils/synutils/srl_sentence.h b/utils/synutils/srl_sentence.h
index 6f00267a..c08cc065 100644
--- a/utils/synutils/srl_sentence.h
+++ b/utils/synutils/srl_sentence.h
@@ -14,202 +14,198 @@
using namespace std;
-struct SArgument{
- SArgument(const char* pszRole, int iBegin, int iEnd, float fProb) {
- m_pszRole = new char[strlen(pszRole) + 1];
- strcpy(m_pszRole, pszRole);
- m_iBegin = iBegin;
- m_iEnd = iEnd;
- m_fProb = fProb;
- m_pTreeItem = NULL;
- }
- ~SArgument() {
- delete [] m_pszRole;
- }
-
- void fnSetTreeItem(STreeItem *pTreeItem) {
- m_pTreeItem = pTreeItem;
- if (m_pTreeItem != NULL && m_pTreeItem->m_iBegin != -1) {
- assert(m_pTreeItem->m_iBegin == m_iBegin);
- assert(m_pTreeItem->m_iEnd == m_iEnd);
- }
- }
-
- char *m_pszRole; //argument rule, e.g., ARG0, ARGM-TMP
- int m_iBegin;
- int m_iEnd; //the span of the argument, [m_iBegin, m_iEnd]
- float m_fProb; //the probability of this role,
- STreeItem *m_pTreeItem;
+struct SArgument {
+ SArgument(const char* pszRole, int iBegin, int iEnd, float fProb) {
+ m_pszRole = new char[strlen(pszRole) + 1];
+ strcpy(m_pszRole, pszRole);
+ m_iBegin = iBegin;
+ m_iEnd = iEnd;
+ m_fProb = fProb;
+ m_pTreeItem = NULL;
+ }
+ ~SArgument() { delete[] m_pszRole; }
+
+ void fnSetTreeItem(STreeItem* pTreeItem) {
+ m_pTreeItem = pTreeItem;
+ if (m_pTreeItem != NULL && m_pTreeItem->m_iBegin != -1) {
+ assert(m_pTreeItem->m_iBegin == m_iBegin);
+ assert(m_pTreeItem->m_iEnd == m_iEnd);
+ }
+ }
+
+ char* m_pszRole; // argument rule, e.g., ARG0, ARGM-TMP
+ int m_iBegin;
+ int m_iEnd; // the span of the argument, [m_iBegin, m_iEnd]
+ float m_fProb; // the probability of this role,
+ STreeItem* m_pTreeItem;
};
-struct SPredicate{
- SPredicate(const char* pszLemma, int iPosition) {
- if (pszLemma != NULL) {
- m_pszLemma = new char[strlen(pszLemma) + 1];
- strcpy(m_pszLemma, pszLemma);
- } else
- m_pszLemma = NULL;
- m_iPosition = iPosition;
- }
- ~SPredicate() {
- if (m_pszLemma != NULL)
- delete [] m_pszLemma;
- for (size_t i = 0; i < m_vecArgt.size(); i++)
- delete m_vecArgt[i];
- }
- int fnAppend(const char* pszRole, int iBegin, int iEnd) {
- SArgument *pArgt = new SArgument(pszRole, iBegin, iEnd, 1.0);
- return fnAppend(pArgt);
- }
- int fnAppend(SArgument *pArgt) {
- m_vecArgt.push_back(pArgt);
- int iPosition = m_vecArgt.size() - 1;
- return iPosition;
- }
-
- char *m_pszLemma; //lemma of the predicate, for Chinese, it's always as same as the predicate itself
- int m_iPosition; //the position in sentence
- vector<SArgument*> m_vecArgt; //arguments associated to the predicate
+struct SPredicate {
+ SPredicate(const char* pszLemma, int iPosition) {
+ if (pszLemma != NULL) {
+ m_pszLemma = new char[strlen(pszLemma) + 1];
+ strcpy(m_pszLemma, pszLemma);
+ } else
+ m_pszLemma = NULL;
+ m_iPosition = iPosition;
+ }
+ ~SPredicate() {
+ if (m_pszLemma != NULL) delete[] m_pszLemma;
+ for (size_t i = 0; i < m_vecArgt.size(); i++) delete m_vecArgt[i];
+ }
+ int fnAppend(const char* pszRole, int iBegin, int iEnd) {
+ SArgument* pArgt = new SArgument(pszRole, iBegin, iEnd, 1.0);
+ return fnAppend(pArgt);
+ }
+ int fnAppend(SArgument* pArgt) {
+ m_vecArgt.push_back(pArgt);
+ int iPosition = m_vecArgt.size() - 1;
+ return iPosition;
+ }
+
+ char* m_pszLemma; // lemma of the predicate, for Chinese, it's always as same
+ // as the predicate itself
+ int m_iPosition; // the position in sentence
+ vector<SArgument*> m_vecArgt; // arguments associated to the predicate
};
-struct SSrlSentence{
- SSrlSentence() {
- m_pTree = NULL;
- }
- ~SSrlSentence() {
- if (m_pTree != NULL)
- delete m_pTree;
-
- for (size_t i = 0; i < m_vecPred.size(); i++)
- delete m_vecPred[i];
- }
- int fnAppend(const char* pszLemma, int iPosition) {
- SPredicate *pPred = new SPredicate(pszLemma, iPosition);
- return fnAppend(pPred);
- }
- int fnAppend(SPredicate* pPred) {
- m_vecPred.push_back(pPred);
- int iPosition = m_vecPred.size() - 1;
- return iPosition;
- }
- int GetPredicateNum() {
- return m_vecPred.size();
- }
-
- SParsedTree *m_pTree;
- vector<SPredicate*> m_vecPred;
+struct SSrlSentence {
+ SSrlSentence() { m_pTree = NULL; }
+ ~SSrlSentence() {
+ if (m_pTree != NULL) delete m_pTree;
+
+ for (size_t i = 0; i < m_vecPred.size(); i++) delete m_vecPred[i];
+ }
+ int fnAppend(const char* pszLemma, int iPosition) {
+ SPredicate* pPred = new SPredicate(pszLemma, iPosition);
+ return fnAppend(pPred);
+ }
+ int fnAppend(SPredicate* pPred) {
+ m_vecPred.push_back(pPred);
+ int iPosition = m_vecPred.size() - 1;
+ return iPosition;
+ }
+ int GetPredicateNum() { return m_vecPred.size(); }
+
+ SParsedTree* m_pTree;
+ vector<SPredicate*> m_vecPred;
};
struct SSrlSentenceReader {
- SSrlSentenceReader(const char* pszSrlFname) {
- m_fpIn = fopen(pszSrlFname, "r");
- assert(m_fpIn != NULL);
- }
- ~SSrlSentenceReader() {
- if (m_fpIn != NULL)
- fclose(m_fpIn);
- }
-
- inline void fnReplaceAll(std::string& str, const std::string& from, const std::string& to) {
- size_t start_pos = 0;
- while((start_pos = str.find(from, start_pos)) != std::string::npos) {
- str.replace(start_pos, from.length(), to);
- start_pos += to.length(); // In case 'to' contains 'from', like replacing 'x' with 'yx'
- }
- }
-
- //TODO: here only considers flat predicate-argument structure
- // i.e., no overlap among them
- SSrlSentence* fnReadNextSrlSentence() {
- vector<vector<string> > vecContent;
- if (fnReadNextContent(vecContent) == false)
- return NULL;
-
- SSrlSentence *pSrlSentence = new SSrlSentence();
- int iSize = vecContent.size();
- //put together syntactic text
- std::ostringstream ostr;
- for (int i = 0; i < iSize; i++) {
- string strSynSeg = vecContent[i][5]; //the 5th column is the syntactic segment
- size_t iPosition = strSynSeg.find_first_of('*');
- assert(iPosition != string::npos);
- ostringstream ostrTmp;
- ostrTmp << "(" << vecContent[i][2] << " " << vecContent[i][0] << ")"; //the 2th column is POS-tag, and the 0th column is word
- strSynSeg.replace(iPosition, 1, ostrTmp.str());
- fnReplaceAll(strSynSeg, "(", " (");
- ostr << strSynSeg;
- }
- string strSyn = ostr.str();
- pSrlSentence->m_pTree = SParsedTree::fnConvertFromString(strSyn.c_str());
- pSrlSentence->m_pTree->fnSetHeadWord();
- pSrlSentence->m_pTree->fnSetSpanInfo();
-
- //read predicate-argument structure
- int iNumPred = vecContent[0].size() - 8;
- for (int i = 0; i < iNumPred; i++) {
- vector<string> vecRole;
- vector<int> vecBegin;
- vector<int> vecEnd;
- int iPred = -1;
- for (int j = 0; j < iSize; j++) {
- const char* p = vecContent[j][i + 8].c_str();
- const char* q;
- if (p[0] == '(') {
- //starting position of an argument(or predicate)
- vecBegin.push_back(j);
- q = strchr(p, '*');
- assert(q != NULL);
- vecRole.push_back(vecContent[j][i + 8].substr(1, q - p - 1));
- if (vecRole.back().compare("V") == 0) {
- assert(iPred == -1);
- iPred = vecRole.size() - 1;
- }
- }
- if (p[strlen(p) - 1] == ')') {
- //end position of an argument(or predicate)
- vecEnd.push_back(j);
- assert(vecBegin.size() == vecEnd.size());
- }
- }
- assert(iPred != -1);
- SPredicate *pPred = new SPredicate(pSrlSentence->m_pTree->m_vecTerminals[vecBegin[iPred]]->m_pszTerm, vecBegin[iPred]);
- pSrlSentence->fnAppend(pPred);
- for (size_t j = 0; j < vecBegin.size(); j++) {
- if (j == iPred)
- continue;
- pPred->fnAppend(vecRole[j].c_str(), vecBegin[j], vecEnd[j]);
- pPred->m_vecArgt.back()->fnSetTreeItem(pSrlSentence->m_pTree->fnFindNodeForSpan(vecBegin[j], vecEnd[j], false));
- }
- }
- return pSrlSentence;
- }
-private:
- bool fnReadNextContent(vector<vector<string> >& vecContent) {
- vecContent.clear();
- if (feof(m_fpIn) == true)
- return false;
- char *pszLine;
- pszLine = new char[100001];
- pszLine[0] = '\0';
- int iLen;
- while (!feof(m_fpIn)) {
- fgets(pszLine, 10001, m_fpIn);
- iLen = strlen(pszLine);
- while (iLen > 0 && pszLine[iLen - 1] > 0 && pszLine[iLen -1] < 33) {
- pszLine[ iLen - 1 ] = '\0';
- iLen--;
- }
- if (iLen == 0)
- break; //end of this sentence
-
- vector<string> terms = SplitOnWhitespace(string(pszLine));
- assert(terms.size() > 7);
- vecContent.push_back(terms);
- }
- delete [] pszLine;
- return true;
- }
-private:
- FILE *m_fpIn;
+ SSrlSentenceReader(const char* pszSrlFname) {
+ m_fpIn = fopen(pszSrlFname, "r");
+ assert(m_fpIn != NULL);
+ }
+ ~SSrlSentenceReader() {
+ if (m_fpIn != NULL) fclose(m_fpIn);
+ }
+
+ inline void fnReplaceAll(std::string& str, const std::string& from,
+ const std::string& to) {
+ size_t start_pos = 0;
+ while ((start_pos = str.find(from, start_pos)) != std::string::npos) {
+ str.replace(start_pos, from.length(), to);
+ start_pos += to.length(); // In case 'to' contains 'from', like replacing
+ // 'x' with 'yx'
+ }
+ }
+
+ // TODO: here only considers flat predicate-argument structure
+ // i.e., no overlap among them
+ SSrlSentence* fnReadNextSrlSentence() {
+ vector<vector<string> > vecContent;
+ if (fnReadNextContent(vecContent) == false) return NULL;
+
+ SSrlSentence* pSrlSentence = new SSrlSentence();
+ int iSize = vecContent.size();
+ // put together syntactic text
+ std::ostringstream ostr;
+ for (int i = 0; i < iSize; i++) {
+ string strSynSeg =
+ vecContent[i][5]; // the 5th column is the syntactic segment
+ size_t iPosition = strSynSeg.find_first_of('*');
+ assert(iPosition != string::npos);
+ ostringstream ostrTmp;
+ ostrTmp << "(" << vecContent[i][2] << " " << vecContent[i][0]
+ << ")"; // the 2th column is POS-tag, and the 0th column is word
+ strSynSeg.replace(iPosition, 1, ostrTmp.str());
+ fnReplaceAll(strSynSeg, "(", " (");
+ ostr << strSynSeg;
+ }
+ string strSyn = ostr.str();
+ pSrlSentence->m_pTree = SParsedTree::fnConvertFromString(strSyn.c_str());
+ pSrlSentence->m_pTree->fnSetHeadWord();
+ pSrlSentence->m_pTree->fnSetSpanInfo();
+
+ // read predicate-argument structure
+ int iNumPred = vecContent[0].size() - 8;
+ for (int i = 0; i < iNumPred; i++) {
+ vector<string> vecRole;
+ vector<int> vecBegin;
+ vector<int> vecEnd;
+ int iPred = -1;
+ for (int j = 0; j < iSize; j++) {
+ const char* p = vecContent[j][i + 8].c_str();
+ const char* q;
+ if (p[0] == '(') {
+ // starting position of an argument(or predicate)
+ vecBegin.push_back(j);
+ q = strchr(p, '*');
+ assert(q != NULL);
+ vecRole.push_back(vecContent[j][i + 8].substr(1, q - p - 1));
+ if (vecRole.back().compare("V") == 0) {
+ assert(iPred == -1);
+ iPred = vecRole.size() - 1;
+ }
+ }
+ if (p[strlen(p) - 1] == ')') {
+ // end position of an argument(or predicate)
+ vecEnd.push_back(j);
+ assert(vecBegin.size() == vecEnd.size());
+ }
+ }
+ assert(iPred != -1);
+ SPredicate* pPred = new SPredicate(
+ pSrlSentence->m_pTree->m_vecTerminals[vecBegin[iPred]]->m_pszTerm,
+ vecBegin[iPred]);
+ pSrlSentence->fnAppend(pPred);
+ for (size_t j = 0; j < vecBegin.size(); j++) {
+ if (j == iPred) continue;
+ pPred->fnAppend(vecRole[j].c_str(), vecBegin[j], vecEnd[j]);
+ pPred->m_vecArgt.back()->fnSetTreeItem(
+ pSrlSentence->m_pTree->fnFindNodeForSpan(vecBegin[j], vecEnd[j],
+ false));
+ }
+ }
+ return pSrlSentence;
+ }
+
+ private:
+ bool fnReadNextContent(vector<vector<string> >& vecContent) {
+ vecContent.clear();
+ if (feof(m_fpIn) == true) return false;
+ char* pszLine;
+ pszLine = new char[100001];
+ pszLine[0] = '\0';
+ int iLen;
+ while (!feof(m_fpIn)) {
+ fgets(pszLine, 10001, m_fpIn);
+ iLen = strlen(pszLine);
+ while (iLen > 0 && pszLine[iLen - 1] > 0 && pszLine[iLen - 1] < 33) {
+ pszLine[iLen - 1] = '\0';
+ iLen--;
+ }
+ if (iLen == 0) break; // end of this sentence
+
+ vector<string> terms = SplitOnWhitespace(string(pszLine));
+ assert(terms.size() > 7);
+ vecContent.push_back(terms);
+ }
+ delete[] pszLine;
+ return true;
+ }
+
+ private:
+ FILE* m_fpIn;
};
#endif /* SRL_SENTENCE_H_ */
diff --git a/utils/synutils/tree.h b/utils/synutils/tree.h
index 658a470d..32521a3a 100644
--- a/utils/synutils/tree.h
+++ b/utils/synutils/tree.h
@@ -14,718 +14,685 @@
using namespace std;
-struct STreeItem{
- STreeItem(const char* pszTerm) {
- m_pszTerm = new char[ strlen( pszTerm ) + 1 ];
- strcpy( m_pszTerm, pszTerm );
-
- m_ptParent = NULL;
- m_iBegin = -1;
- m_iEnd = -1;
- m_iHeadChild = -1;
- m_iHeadWord = -1;
- m_iBrotherIndex = -1;
- }
- ~STreeItem( ) {
- delete [] m_pszTerm;
- for (size_t i = 0; i < m_vecChildren.size(); i++)
- delete m_vecChildren[i];
- }
- int fnAppend(STreeItem *ptChild) {
- m_vecChildren.push_back(ptChild);
- ptChild->m_iBrotherIndex = m_vecChildren.size() - 1;
- ptChild->m_ptParent = this;
- return m_vecChildren.size() - 1;
- }
- int fnGetChildrenNum() {
- return m_vecChildren.size();
- }
-
- bool fnIsPreTerminal( void ) {
- int I;
- if ( this == NULL || m_vecChildren.size() == 0 )
- return false;
-
- for ( I = 0; I < m_vecChildren.size(); I++ )
- if (m_vecChildren[I]->m_vecChildren.size() > 0 )
- return false;
-
- return true;
- }
-public:
- char *m_pszTerm;
-
- vector<STreeItem*> m_vecChildren;//children items
- STreeItem *m_ptParent;//the parent item
-
- int m_iBegin;
- int m_iEnd; //the node span words[m_iBegin, m_iEnd]
- int m_iHeadChild; //the index of its head child
- int m_iHeadWord; //the index of its head word
- int m_iBrotherIndex;//the index in his brothers
+struct STreeItem {
+ STreeItem(const char *pszTerm) {
+ m_pszTerm = new char[strlen(pszTerm) + 1];
+ strcpy(m_pszTerm, pszTerm);
+
+ m_ptParent = NULL;
+ m_iBegin = -1;
+ m_iEnd = -1;
+ m_iHeadChild = -1;
+ m_iHeadWord = -1;
+ m_iBrotherIndex = -1;
+ }
+ ~STreeItem() {
+ delete[] m_pszTerm;
+ for (size_t i = 0; i < m_vecChildren.size(); i++) delete m_vecChildren[i];
+ }
+ int fnAppend(STreeItem *ptChild) {
+ m_vecChildren.push_back(ptChild);
+ ptChild->m_iBrotherIndex = m_vecChildren.size() - 1;
+ ptChild->m_ptParent = this;
+ return m_vecChildren.size() - 1;
+ }
+ int fnGetChildrenNum() { return m_vecChildren.size(); }
+
+ bool fnIsPreTerminal(void) {
+ int I;
+ if (this == NULL || m_vecChildren.size() == 0) return false;
+
+ for (I = 0; I < m_vecChildren.size(); I++)
+ if (m_vecChildren[I]->m_vecChildren.size() > 0) return false;
+
+ return true;
+ }
+
+ public:
+ char *m_pszTerm;
+
+ vector<STreeItem *> m_vecChildren; // children items
+ STreeItem *m_ptParent; // the parent item
+
+ int m_iBegin;
+ int m_iEnd; // the node span words[m_iBegin, m_iEnd]
+ int m_iHeadChild; // the index of its head child
+ int m_iHeadWord; // the index of its head word
+ int m_iBrotherIndex; // the index in his brothers
};
-
-struct SGetHeadWord{
- typedef vector<string> CVectorStr;
- SGetHeadWord() {
-
- }
- ~SGetHeadWord() {
-
- }
- int fnGetHeadWord( char *pszCFGLeft, CVectorStr vectRight ) {
- //0 indicating from right to left while 1 indicating from left to right
- char szaHeadLists[ 201 ] = "0";
-
- /* //head rules for Egnlish
- if( strcmp( pszCFGLeft, "ADJP" ) == 0 )
- strcpy( szaHeadLists, "0NNS 0QP 0NN 0$ 0ADVP 0JJ 0VBN 0VBG 0ADJP 0JJR 0NP 0JJS 0DT 0FW 0RBR 0RBS 0SBAR 0RB 0" );
- else if( strcmp( pszCFGLeft, "ADVP" ) == 0 )
- strcpy( szaHeadLists, "1RB 1RBR 1RBS 1FW 1ADVP 1TO 1CD 1JJR 1JJ 1IN 1NP 1JJS 1NN 1" );
- else if( strcmp( pszCFGLeft, "CONJP" ) == 0 )
- strcpy( szaHeadLists, "1CC 1RB 1IN 1" );
- else if( strcmp( pszCFGLeft, "FRAG" ) == 0 )
- strcpy( szaHeadLists, "1" );
- else if( strcmp( pszCFGLeft, "INTJ" ) == 0 )
- strcpy( szaHeadLists, "0" );
- else if( strcmp( pszCFGLeft, "LST" ) == 0 )
- strcpy( szaHeadLists, "1LS 1: 1CLN 1" );
- else if( strcmp( pszCFGLeft, "NAC" ) == 0 )
- strcpy( szaHeadLists, "0NN 0NNS 0NNP 0NNPS 0NP 0NAC 0EX 0$ 0CD 0QP 0PRP 0VBG 0JJ 0JJS 0JJR 0ADJP 0FW 0" );
- else if( strcmp( pszCFGLeft, "PP" ) == 0 )
- strcpy( szaHeadLists, "1IN 1TO 1VBG 1VBN 1RP 1FW 1" );
- else if( strcmp( pszCFGLeft, "PRN" ) == 0 )
- strcpy( szaHeadLists, "1" );
- else if( strcmp( pszCFGLeft, "PRT" ) == 0 )
- strcpy( szaHeadLists, "1RP 1" );
- else if( strcmp( pszCFGLeft, "QP" ) == 0 )
- strcpy( szaHeadLists, "0$ 0IN 0NNS 0NN 0JJ 0RB 0DT 0CD 0NCD 0QP 0JJR 0JJS 0" );
- else if( strcmp( pszCFGLeft, "RRC" ) == 0 )
- strcpy( szaHeadLists, "1VP 1NP 1ADVP 1ADJP 1PP 1" );
- else if( strcmp( pszCFGLeft, "S" ) == 0 )
- strcpy( szaHeadLists, "0TO 0IN 0VP 0S 0SBAR 0ADJP 0UCP 0NP 0" );
- else if( strcmp( pszCFGLeft, "SBAR" ) == 0 )
- strcpy( szaHeadLists, "0WHNP 0WHPP 0WHADVP 0WHADJP 0IN 0DT 0S 0SQ 0SINV 0SBAR 0FRAG 0" );
- else if( strcmp( pszCFGLeft, "SBARQ" ) == 0 )
- strcpy( szaHeadLists, "0SQ 0S 0SINV 0SBARQ 0FRAG 0" );
- else if( strcmp( pszCFGLeft, "SINV" ) == 0 )
- strcpy( szaHeadLists, "0VBZ 0VBD 0VBP 0VB 0MD 0VP 0S 0SINV 0ADJP 0NP 0" );
- else if( strcmp( pszCFGLeft, "SQ" ) == 0 )
- strcpy( szaHeadLists, "0VBZ 0VBD 0VBP 0VB 0MD 0VP 0SQ 0" );
- else if( strcmp( pszCFGLeft, "UCP" ) == 0 )
- strcpy( szaHeadLists, "1" );
- else if( strcmp( pszCFGLeft, "VP" ) == 0 )
- strcpy( szaHeadLists, "0TO 0VBD 0VBN 0MD 0VBZ 0VB 0VBG 0VBP 0VP 0ADJP 0NN 0NNS 0NP 0" );
- else if( strcmp( pszCFGLeft, "WHADJP" ) == 0 )
- strcpy( szaHeadLists, "0CC 0WRB 0JJ 0ADJP 0" );
- else if( strcmp( pszCFGLeft, "WHADVP" ) == 0 )
- strcpy( szaHeadLists, "1CC 1WRB 1" );
- else if( strcmp( pszCFGLeft, "WHNP" ) == 0 )
- strcpy( szaHeadLists, "0WDT 0WP 0WP$ 0WHADJP 0WHPP 0WHNP 0" );
- else if( strcmp( pszCFGLeft, "WHPP" ) == 0 )
- strcpy( szaHeadLists, "1IN 1TO FW 1" );
- else if( strcmp( pszCFGLeft, "NP" ) == 0 )
- strcpy( szaHeadLists, "0NN NNP NNS NNPS NX POS JJR 0NP 0$ ADJP PRN 0CD 0JJ JJS RB QP 0" );
- */
-
- if( strcmp( pszCFGLeft, "ADJP" ) == 0 )
- strcpy( szaHeadLists, "0ADJP JJ 0AD NN CS 0" );
- else if( strcmp( pszCFGLeft, "ADVP" ) == 0 )
- strcpy( szaHeadLists, "0ADVP AD 0" );
- else if( strcmp( pszCFGLeft, "CLP" ) == 0 )
- strcpy( szaHeadLists, "0CLP M 0" );
- else if( strcmp( pszCFGLeft, "CP" ) == 0 )
- strcpy( szaHeadLists, "0DEC SP 1ADVP CS 0CP IP 0" );
- else if( strcmp( pszCFGLeft, "DNP" ) == 0 )
- strcpy( szaHeadLists, "0DNP DEG 0DEC 0" );
- else if( strcmp( pszCFGLeft, "DVP" ) == 0 )
- strcpy( szaHeadLists, "0DVP DEV 0" );
- else if( strcmp( pszCFGLeft, "DP" ) == 0 )
- strcpy( szaHeadLists, "1DP DT 1" );
- else if( strcmp( pszCFGLeft, "FRAG" ) == 0 )
- strcpy( szaHeadLists, "0VV NR NN 0" );
- else if( strcmp( pszCFGLeft, "INTJ" ) == 0 )
- strcpy( szaHeadLists, "0INTJ IJ 0" );
- else if( strcmp( pszCFGLeft, "LST" ) == 0 )
- strcpy( szaHeadLists, "1LST CD OD 1" );
- else if( strcmp( pszCFGLeft, "IP" ) == 0 )
- strcpy( szaHeadLists, "0IP VP 0VV 0" );
- //strcpy( szaHeadLists, "0VP 0VV 1IP 0" );
- else if( strcmp( pszCFGLeft, "LCP" ) == 0 )
- strcpy( szaHeadLists, "0LCP LC 0" );
- else if( strcmp( pszCFGLeft, "NP" ) == 0 )
- strcpy( szaHeadLists, "0NP NN NT NR QP 0" );
- else if( strcmp( pszCFGLeft, "PP" ) == 0 )
- strcpy( szaHeadLists, "1PP P 1" );
- else if( strcmp( pszCFGLeft, "PRN" ) == 0 )
- strcpy( szaHeadLists, "0 NP IP VP NT NR NN 0" );
- else if( strcmp( pszCFGLeft, "QP" ) == 0 )
- strcpy( szaHeadLists, "0QP CLP CD OD 0" );
- else if( strcmp( pszCFGLeft, "VP" ) == 0 )
- strcpy( szaHeadLists, "1VP VA VC VE VV BA LB VCD VSB VRD VNV VCP 1" );
- else if( strcmp( pszCFGLeft, "VCD" ) == 0 )
- strcpy( szaHeadLists, "0VCD VV VA VC VE 0" );
- if( strcmp( pszCFGLeft, "VRD" ) == 0 )
- strcpy( szaHeadLists, "0VRD VV VA VC VE 0" );
- else if( strcmp( pszCFGLeft, "VSB" ) == 0 )
- strcpy( szaHeadLists, "0VSB VV VA VC VE 0" );
- else if( strcmp( pszCFGLeft, "VCP" ) == 0 )
- strcpy( szaHeadLists, "0VCP VV VA VC VE 0" );
- else if( strcmp( pszCFGLeft, "VNV" ) == 0 )
- strcpy( szaHeadLists, "0VNV VV VA VC VE 0" );
- else if( strcmp( pszCFGLeft, "VPT" ) == 0 )
- strcpy( szaHeadLists, "0VNV VV VA VC VE 0" );
- else if( strcmp( pszCFGLeft, "UCP" ) == 0 )
- strcpy( szaHeadLists, "0" );
- else if( strcmp( pszCFGLeft, "WHNP" ) == 0 )
- strcpy( szaHeadLists, "0WHNP NP NN NT NR QP 0" );
- else if( strcmp( pszCFGLeft, "WHPP" ) == 0 )
- strcpy( szaHeadLists, "1WHPP PP P 1" );
-
- /* //head rules for GENIA corpus
- if( strcmp( pszCFGLeft, "ADJP" ) == 0 )
- strcpy( szaHeadLists, "0NNS 0QP 0NN 0$ 0ADVP 0JJ 0VBN 0VBG 0ADJP 0JJR 0NP 0JJS 0DT 0FW 0RBR 0RBS 0SBAR 0RB 0" );
- else if( strcmp( pszCFGLeft, "ADVP" ) == 0 )
- strcpy( szaHeadLists, "1RB 1RBR 1RBS 1FW 1ADVP 1TO 1CD 1JJR 1JJ 1IN 1NP 1JJS 1NN 1" );
- else if( strcmp( pszCFGLeft, "CONJP" ) == 0 )
- strcpy( szaHeadLists, "1CC 1RB 1IN 1" );
- else if( strcmp( pszCFGLeft, "FRAG" ) == 0 )
- strcpy( szaHeadLists, "1" );
- else if( strcmp( pszCFGLeft, "INTJ" ) == 0 )
- strcpy( szaHeadLists, "0" );
- else if( strcmp( pszCFGLeft, "LST" ) == 0 )
- strcpy( szaHeadLists, "1LS 1: 1CLN 1" );
- else if( strcmp( pszCFGLeft, "NAC" ) == 0 )
- strcpy( szaHeadLists, "0NN 0NNS 0NNP 0NNPS 0NP 0NAC 0EX 0$ 0CD 0QP 0PRP 0VBG 0JJ 0JJS 0JJR 0ADJP 0FW 0" );
- else if( strcmp( pszCFGLeft, "PP" ) == 0 )
- strcpy( szaHeadLists, "1IN 1TO 1VBG 1VBN 1RP 1FW 1" );
- else if( strcmp( pszCFGLeft, "PRN" ) == 0 )
- strcpy( szaHeadLists, "1" );
- else if( strcmp( pszCFGLeft, "PRT" ) == 0 )
- strcpy( szaHeadLists, "1RP 1" );
- else if( strcmp( pszCFGLeft, "QP" ) == 0 )
- strcpy( szaHeadLists, "0$ 0IN 0NNS 0NN 0JJ 0RB 0DT 0CD 0NCD 0QP 0JJR 0JJS 0" );
- else if( strcmp( pszCFGLeft, "RRC" ) == 0 )
- strcpy( szaHeadLists, "1VP 1NP 1ADVP 1ADJP 1PP 1" );
- else if( strcmp( pszCFGLeft, "S" ) == 0 )
- strcpy( szaHeadLists, "0TO 0IN 0VP 0S 0SBAR 0ADJP 0UCP 0NP 0" );
- else if( strcmp( pszCFGLeft, "SBAR" ) == 0 )
- strcpy( szaHeadLists, "0WHNP 0WHPP 0WHADVP 0WHADJP 0IN 0DT 0S 0SQ 0SINV 0SBAR 0FRAG 0" );
- else if( strcmp( pszCFGLeft, "SBARQ" ) == 0 )
- strcpy( szaHeadLists, "0SQ 0S 0SINV 0SBARQ 0FRAG 0" );
- else if( strcmp( pszCFGLeft, "SINV" ) == 0 )
- strcpy( szaHeadLists, "0VBZ 0VBD 0VBP 0VB 0MD 0VP 0S 0SINV 0ADJP 0NP 0" );
- else if( strcmp( pszCFGLeft, "SQ" ) == 0 )
- strcpy( szaHeadLists, "0VBZ 0VBD 0VBP 0VB 0MD 0VP 0SQ 0" );
- else if( strcmp( pszCFGLeft, "UCP" ) == 0 )
- strcpy( szaHeadLists, "1" );
- else if( strcmp( pszCFGLeft, "VP" ) == 0 )
- strcpy( szaHeadLists, "0TO 0VBD 0VBN 0MD 0VBZ 0VB 0VBG 0VBP 0VP 0ADJP 0NN 0NNS 0NP 0" );
- else if( strcmp( pszCFGLeft, "WHADJP" ) == 0 )
- strcpy( szaHeadLists, "0CC 0WRB 0JJ 0ADJP 0" );
- else if( strcmp( pszCFGLeft, "WHADVP" ) == 0 )
- strcpy( szaHeadLists, "1CC 1WRB 1" );
- else if( strcmp( pszCFGLeft, "WHNP" ) == 0 )
- strcpy( szaHeadLists, "0WDT 0WP 0WP$ 0WHADJP 0WHPP 0WHNP 0" );
- else if( strcmp( pszCFGLeft, "WHPP" ) == 0 )
- strcpy( szaHeadLists, "1IN 1TO FW 1" );
- else if( strcmp( pszCFGLeft, "NP" ) == 0 )
- strcpy( szaHeadLists, "0NN NNP NNS NNPS NX POS JJR 0NP 0$ ADJP PRN 0CD 0JJ JJS RB QP 0" );
- */
-
- return fnMyOwnHeadWordRule( szaHeadLists, vectRight );
- }
-
-private:
- int fnMyOwnHeadWordRule( char *pszaHeadLists, CVectorStr vectRight ) {
- char szHeadList[ 201 ], *p;
- char szTerm[ 101 ];
- int J;
-
- p = pszaHeadLists;
-
- int iCountRight;
-
- iCountRight = vectRight.size( );
-
- szHeadList[ 0 ] = '\0';
- while( 1 ){
- szTerm[ 0 ] = '\0';
- sscanf( p, "%s", szTerm );
- if( strlen( szHeadList ) == 0 ){
- if( strcmp( szTerm, "0" ) == 0 ){
- return iCountRight - 1;
- }
- if( strcmp( szTerm, "1" ) == 0 ){
- return 0;
- }
-
- sprintf( szHeadList, "%c %s ", szTerm[ 0 ], szTerm + 1 );
- p = strstr( p, szTerm );
- p += strlen( szTerm );
- }
- else{
- if( ( szTerm[ 0 ] == '0' )
- ||( szTerm[ 0 ] == '1' ) ){
- if( szHeadList[ 0 ] == '0' ){
- for( J = iCountRight - 1; J >= 0; J -- ){
- sprintf( szTerm, " %s ", vectRight.at( J ).c_str( ) );
- if( strstr( szHeadList, szTerm ) != NULL )
- return J;
- }
- }
- else{
- for( J = 0; J < iCountRight; J ++ ){
- sprintf( szTerm, " %s ", vectRight.at( J ).c_str( ) );
- if( strstr( szHeadList, szTerm ) != NULL )
- return J;
- }
- }
-
- szHeadList[ 0 ] = '\0';
- }
- else{
- strcat( szHeadList, szTerm );
- strcat( szHeadList, " " );
-
- p = strstr( p, szTerm );
- p += strlen( szTerm );
- }
- }
- }
-
- return 0;
- }
-
+struct SGetHeadWord {
+ typedef vector<string> CVectorStr;
+ SGetHeadWord() {}
+ ~SGetHeadWord() {}
+ int fnGetHeadWord(char *pszCFGLeft, CVectorStr vectRight) {
+ // 0 indicating from right to left while 1 indicating from left to right
+ char szaHeadLists[201] = "0";
+
+ /* //head rules for Egnlish
+ if( strcmp( pszCFGLeft, "ADJP" ) == 0 )
+ strcpy( szaHeadLists, "0NNS 0QP 0NN 0$ 0ADVP 0JJ 0VBN 0VBG 0ADJP
+ 0JJR 0NP 0JJS 0DT 0FW 0RBR 0RBS 0SBAR 0RB 0" );
+ else if( strcmp( pszCFGLeft, "ADVP" ) == 0 )
+ strcpy( szaHeadLists, "1RB 1RBR 1RBS 1FW 1ADVP 1TO 1CD 1JJR 1JJ 1IN
+ 1NP 1JJS 1NN 1" );
+ else if( strcmp( pszCFGLeft, "CONJP" ) == 0 )
+ strcpy( szaHeadLists, "1CC 1RB 1IN 1" );
+ else if( strcmp( pszCFGLeft, "FRAG" ) == 0 )
+ strcpy( szaHeadLists, "1" );
+ else if( strcmp( pszCFGLeft, "INTJ" ) == 0 )
+ strcpy( szaHeadLists, "0" );
+ else if( strcmp( pszCFGLeft, "LST" ) == 0 )
+ strcpy( szaHeadLists, "1LS 1: 1CLN 1" );
+ else if( strcmp( pszCFGLeft, "NAC" ) == 0 )
+ strcpy( szaHeadLists, "0NN 0NNS 0NNP 0NNPS 0NP 0NAC 0EX 0$ 0CD 0QP
+ 0PRP 0VBG 0JJ 0JJS 0JJR 0ADJP 0FW 0" );
+ else if( strcmp( pszCFGLeft, "PP" ) == 0 )
+ strcpy( szaHeadLists, "1IN 1TO 1VBG 1VBN 1RP 1FW 1" );
+ else if( strcmp( pszCFGLeft, "PRN" ) == 0 )
+ strcpy( szaHeadLists, "1" );
+ else if( strcmp( pszCFGLeft, "PRT" ) == 0 )
+ strcpy( szaHeadLists, "1RP 1" );
+ else if( strcmp( pszCFGLeft, "QP" ) == 0 )
+ strcpy( szaHeadLists, "0$ 0IN 0NNS 0NN 0JJ 0RB 0DT 0CD 0NCD 0QP 0JJR
+ 0JJS 0" );
+ else if( strcmp( pszCFGLeft, "RRC" ) == 0 )
+ strcpy( szaHeadLists, "1VP 1NP 1ADVP 1ADJP 1PP 1" );
+ else if( strcmp( pszCFGLeft, "S" ) == 0 )
+ strcpy( szaHeadLists, "0TO 0IN 0VP 0S 0SBAR 0ADJP 0UCP 0NP 0" );
+ else if( strcmp( pszCFGLeft, "SBAR" ) == 0 )
+ strcpy( szaHeadLists, "0WHNP 0WHPP 0WHADVP 0WHADJP 0IN 0DT 0S 0SQ
+ 0SINV 0SBAR 0FRAG 0" );
+ else if( strcmp( pszCFGLeft, "SBARQ" ) == 0 )
+ strcpy( szaHeadLists, "0SQ 0S 0SINV 0SBARQ 0FRAG 0" );
+ else if( strcmp( pszCFGLeft, "SINV" ) == 0 )
+ strcpy( szaHeadLists, "0VBZ 0VBD 0VBP 0VB 0MD 0VP 0S 0SINV 0ADJP 0NP
+ 0" );
+ else if( strcmp( pszCFGLeft, "SQ" ) == 0 )
+ strcpy( szaHeadLists, "0VBZ 0VBD 0VBP 0VB 0MD 0VP 0SQ 0" );
+ else if( strcmp( pszCFGLeft, "UCP" ) == 0 )
+ strcpy( szaHeadLists, "1" );
+ else if( strcmp( pszCFGLeft, "VP" ) == 0 )
+ strcpy( szaHeadLists, "0TO 0VBD 0VBN 0MD 0VBZ 0VB 0VBG 0VBP 0VP
+ 0ADJP 0NN 0NNS 0NP 0" );
+ else if( strcmp( pszCFGLeft, "WHADJP" ) == 0 )
+ strcpy( szaHeadLists, "0CC 0WRB 0JJ 0ADJP 0" );
+ else if( strcmp( pszCFGLeft, "WHADVP" ) == 0 )
+ strcpy( szaHeadLists, "1CC 1WRB 1" );
+ else if( strcmp( pszCFGLeft, "WHNP" ) == 0 )
+ strcpy( szaHeadLists, "0WDT 0WP 0WP$ 0WHADJP 0WHPP 0WHNP 0" );
+ else if( strcmp( pszCFGLeft, "WHPP" ) == 0 )
+ strcpy( szaHeadLists, "1IN 1TO FW 1" );
+ else if( strcmp( pszCFGLeft, "NP" ) == 0 )
+ strcpy( szaHeadLists, "0NN NNP NNS NNPS NX POS JJR 0NP 0$ ADJP PRN
+ 0CD 0JJ JJS RB QP 0" );
+ */
+
+ if (strcmp(pszCFGLeft, "ADJP") == 0)
+ strcpy(szaHeadLists, "0ADJP JJ 0AD NN CS 0");
+ else if (strcmp(pszCFGLeft, "ADVP") == 0)
+ strcpy(szaHeadLists, "0ADVP AD 0");
+ else if (strcmp(pszCFGLeft, "CLP") == 0)
+ strcpy(szaHeadLists, "0CLP M 0");
+ else if (strcmp(pszCFGLeft, "CP") == 0)
+ strcpy(szaHeadLists, "0DEC SP 1ADVP CS 0CP IP 0");
+ else if (strcmp(pszCFGLeft, "DNP") == 0)
+ strcpy(szaHeadLists, "0DNP DEG 0DEC 0");
+ else if (strcmp(pszCFGLeft, "DVP") == 0)
+ strcpy(szaHeadLists, "0DVP DEV 0");
+ else if (strcmp(pszCFGLeft, "DP") == 0)
+ strcpy(szaHeadLists, "1DP DT 1");
+ else if (strcmp(pszCFGLeft, "FRAG") == 0)
+ strcpy(szaHeadLists, "0VV NR NN 0");
+ else if (strcmp(pszCFGLeft, "INTJ") == 0)
+ strcpy(szaHeadLists, "0INTJ IJ 0");
+ else if (strcmp(pszCFGLeft, "LST") == 0)
+ strcpy(szaHeadLists, "1LST CD OD 1");
+ else if (strcmp(pszCFGLeft, "IP") == 0)
+ strcpy(szaHeadLists, "0IP VP 0VV 0");
+ // strcpy( szaHeadLists, "0VP 0VV 1IP 0" );
+ else if (strcmp(pszCFGLeft, "LCP") == 0)
+ strcpy(szaHeadLists, "0LCP LC 0");
+ else if (strcmp(pszCFGLeft, "NP") == 0)
+ strcpy(szaHeadLists, "0NP NN NT NR QP 0");
+ else if (strcmp(pszCFGLeft, "PP") == 0)
+ strcpy(szaHeadLists, "1PP P 1");
+ else if (strcmp(pszCFGLeft, "PRN") == 0)
+ strcpy(szaHeadLists, "0 NP IP VP NT NR NN 0");
+ else if (strcmp(pszCFGLeft, "QP") == 0)
+ strcpy(szaHeadLists, "0QP CLP CD OD 0");
+ else if (strcmp(pszCFGLeft, "VP") == 0)
+ strcpy(szaHeadLists, "1VP VA VC VE VV BA LB VCD VSB VRD VNV VCP 1");
+ else if (strcmp(pszCFGLeft, "VCD") == 0)
+ strcpy(szaHeadLists, "0VCD VV VA VC VE 0");
+ if (strcmp(pszCFGLeft, "VRD") == 0)
+ strcpy(szaHeadLists, "0VRD VV VA VC VE 0");
+ else if (strcmp(pszCFGLeft, "VSB") == 0)
+ strcpy(szaHeadLists, "0VSB VV VA VC VE 0");
+ else if (strcmp(pszCFGLeft, "VCP") == 0)
+ strcpy(szaHeadLists, "0VCP VV VA VC VE 0");
+ else if (strcmp(pszCFGLeft, "VNV") == 0)
+ strcpy(szaHeadLists, "0VNV VV VA VC VE 0");
+ else if (strcmp(pszCFGLeft, "VPT") == 0)
+ strcpy(szaHeadLists, "0VNV VV VA VC VE 0");
+ else if (strcmp(pszCFGLeft, "UCP") == 0)
+ strcpy(szaHeadLists, "0");
+ else if (strcmp(pszCFGLeft, "WHNP") == 0)
+ strcpy(szaHeadLists, "0WHNP NP NN NT NR QP 0");
+ else if (strcmp(pszCFGLeft, "WHPP") == 0)
+ strcpy(szaHeadLists, "1WHPP PP P 1");
+
+ /* //head rules for GENIA corpus
+ if( strcmp( pszCFGLeft, "ADJP" ) == 0 )
+ strcpy( szaHeadLists, "0NNS 0QP 0NN 0$ 0ADVP 0JJ 0VBN 0VBG 0ADJP
+ 0JJR 0NP 0JJS 0DT 0FW 0RBR 0RBS 0SBAR 0RB 0" );
+ else if( strcmp( pszCFGLeft, "ADVP" ) == 0 )
+ strcpy( szaHeadLists, "1RB 1RBR 1RBS 1FW 1ADVP 1TO 1CD 1JJR 1JJ 1IN
+ 1NP 1JJS 1NN 1" );
+ else if( strcmp( pszCFGLeft, "CONJP" ) == 0 )
+ strcpy( szaHeadLists, "1CC 1RB 1IN 1" );
+ else if( strcmp( pszCFGLeft, "FRAG" ) == 0 )
+ strcpy( szaHeadLists, "1" );
+ else if( strcmp( pszCFGLeft, "INTJ" ) == 0 )
+ strcpy( szaHeadLists, "0" );
+ else if( strcmp( pszCFGLeft, "LST" ) == 0 )
+ strcpy( szaHeadLists, "1LS 1: 1CLN 1" );
+ else if( strcmp( pszCFGLeft, "NAC" ) == 0 )
+ strcpy( szaHeadLists, "0NN 0NNS 0NNP 0NNPS 0NP 0NAC 0EX 0$ 0CD 0QP
+ 0PRP 0VBG 0JJ 0JJS 0JJR 0ADJP 0FW 0" );
+ else if( strcmp( pszCFGLeft, "PP" ) == 0 )
+ strcpy( szaHeadLists, "1IN 1TO 1VBG 1VBN 1RP 1FW 1" );
+ else if( strcmp( pszCFGLeft, "PRN" ) == 0 )
+ strcpy( szaHeadLists, "1" );
+ else if( strcmp( pszCFGLeft, "PRT" ) == 0 )
+ strcpy( szaHeadLists, "1RP 1" );
+ else if( strcmp( pszCFGLeft, "QP" ) == 0 )
+ strcpy( szaHeadLists, "0$ 0IN 0NNS 0NN 0JJ 0RB 0DT 0CD 0NCD 0QP 0JJR
+ 0JJS 0" );
+ else if( strcmp( pszCFGLeft, "RRC" ) == 0 )
+ strcpy( szaHeadLists, "1VP 1NP 1ADVP 1ADJP 1PP 1" );
+ else if( strcmp( pszCFGLeft, "S" ) == 0 )
+ strcpy( szaHeadLists, "0TO 0IN 0VP 0S 0SBAR 0ADJP 0UCP 0NP 0" );
+ else if( strcmp( pszCFGLeft, "SBAR" ) == 0 )
+ strcpy( szaHeadLists, "0WHNP 0WHPP 0WHADVP 0WHADJP 0IN 0DT 0S 0SQ
+ 0SINV 0SBAR 0FRAG 0" );
+ else if( strcmp( pszCFGLeft, "SBARQ" ) == 0 )
+ strcpy( szaHeadLists, "0SQ 0S 0SINV 0SBARQ 0FRAG 0" );
+ else if( strcmp( pszCFGLeft, "SINV" ) == 0 )
+ strcpy( szaHeadLists, "0VBZ 0VBD 0VBP 0VB 0MD 0VP 0S 0SINV 0ADJP 0NP
+ 0" );
+ else if( strcmp( pszCFGLeft, "SQ" ) == 0 )
+ strcpy( szaHeadLists, "0VBZ 0VBD 0VBP 0VB 0MD 0VP 0SQ 0" );
+ else if( strcmp( pszCFGLeft, "UCP" ) == 0 )
+ strcpy( szaHeadLists, "1" );
+ else if( strcmp( pszCFGLeft, "VP" ) == 0 )
+ strcpy( szaHeadLists, "0TO 0VBD 0VBN 0MD 0VBZ 0VB 0VBG 0VBP 0VP
+ 0ADJP 0NN 0NNS 0NP 0" );
+ else if( strcmp( pszCFGLeft, "WHADJP" ) == 0 )
+ strcpy( szaHeadLists, "0CC 0WRB 0JJ 0ADJP 0" );
+ else if( strcmp( pszCFGLeft, "WHADVP" ) == 0 )
+ strcpy( szaHeadLists, "1CC 1WRB 1" );
+ else if( strcmp( pszCFGLeft, "WHNP" ) == 0 )
+ strcpy( szaHeadLists, "0WDT 0WP 0WP$ 0WHADJP 0WHPP 0WHNP 0" );
+ else if( strcmp( pszCFGLeft, "WHPP" ) == 0 )
+ strcpy( szaHeadLists, "1IN 1TO FW 1" );
+ else if( strcmp( pszCFGLeft, "NP" ) == 0 )
+ strcpy( szaHeadLists, "0NN NNP NNS NNPS NX POS JJR 0NP 0$ ADJP PRN
+ 0CD 0JJ JJS RB QP 0" );
+ */
+
+ return fnMyOwnHeadWordRule(szaHeadLists, vectRight);
+ }
+
+ private:
+ int fnMyOwnHeadWordRule(char *pszaHeadLists, CVectorStr vectRight) {
+ char szHeadList[201], *p;
+ char szTerm[101];
+ int J;
+
+ p = pszaHeadLists;
+
+ int iCountRight;
+
+ iCountRight = vectRight.size();
+
+ szHeadList[0] = '\0';
+ while (1) {
+ szTerm[0] = '\0';
+ sscanf(p, "%s", szTerm);
+ if (strlen(szHeadList) == 0) {
+ if (strcmp(szTerm, "0") == 0) {
+ return iCountRight - 1;
+ }
+ if (strcmp(szTerm, "1") == 0) {
+ return 0;
+ }
+
+ sprintf(szHeadList, "%c %s ", szTerm[0], szTerm + 1);
+ p = strstr(p, szTerm);
+ p += strlen(szTerm);
+ } else {
+ if ((szTerm[0] == '0') || (szTerm[0] == '1')) {
+ if (szHeadList[0] == '0') {
+ for (J = iCountRight - 1; J >= 0; J--) {
+ sprintf(szTerm, " %s ", vectRight.at(J).c_str());
+ if (strstr(szHeadList, szTerm) != NULL) return J;
+ }
+ } else {
+ for (J = 0; J < iCountRight; J++) {
+ sprintf(szTerm, " %s ", vectRight.at(J).c_str());
+ if (strstr(szHeadList, szTerm) != NULL) return J;
+ }
+ }
+
+ szHeadList[0] = '\0';
+ } else {
+ strcat(szHeadList, szTerm);
+ strcat(szHeadList, " ");
+
+ p = strstr(p, szTerm);
+ p += strlen(szTerm);
+ }
+ }
+ }
+
+ return 0;
+ }
};
-struct SParsedTree{
- SParsedTree( ) {
- m_ptRoot = NULL;
- }
- ~SParsedTree( ) {
- if (m_ptRoot != NULL)
- delete m_ptRoot;
- }
- static SParsedTree* fnConvertFromString(const char* pszStr) {
- if (strcmp(pszStr, "(())") == 0)
- return NULL;
- SParsedTree* pTree = new SParsedTree();
-
- vector<string> vecSyn;
- fnReadSyntactic(pszStr, vecSyn);
-
- int iLeft = 1, iRight = 1; //# left/right parenthesis
-
- STreeItem *pcurrent;
-
- pTree->m_ptRoot = new STreeItem(vecSyn[1].c_str());
-
- pcurrent = pTree->m_ptRoot;
-
- for (size_t i = 2; i < vecSyn.size() - 1; i++) {
- if ( strcmp(vecSyn[i].c_str(), "(") == 0 )
- iLeft++;
- else if (strcmp(vecSyn[i].c_str(), ")") == 0 ) {
- iRight++;
- if (pcurrent == NULL) {
- //error
- fprintf(stderr, "ERROR in ConvertFromString\n");
- fprintf(stderr, "%s\n", pszStr);
- return NULL;
- }
- pcurrent = pcurrent->m_ptParent;
- } else {
- STreeItem *ptNewItem = new STreeItem(vecSyn[i].c_str());
- pcurrent->fnAppend( ptNewItem );
- pcurrent = ptNewItem;
-
- if (strcmp(vecSyn[i - 1].c_str(), "(" ) != 0
- && strcmp(vecSyn[i - 1].c_str(), ")" ) != 0 ) {
- pTree->m_vecTerminals.push_back(ptNewItem);
- pcurrent = pcurrent->m_ptParent;
- }
- }
- }
-
- if ( iLeft != iRight ) {
- //error
- fprintf(stderr, "the left and right parentheses are not matched!");
- fprintf(stderr, "ERROR in ConvertFromString\n");
- fprintf(stderr, "%s\n", pszStr);
- return NULL;
- }
-
- return pTree;
- }
-
- int fnGetNumWord() {
- return m_vecTerminals.size();
- }
-
- void fnSetSpanInfo() {
- int iNextNum = 0;
- fnSuffixTraverseSetSpanInfo(m_ptRoot, iNextNum);
- }
-
- void fnSetHeadWord() {
- for (size_t i = 0; i < m_vecTerminals.size(); i++)
- m_vecTerminals[i]->m_iHeadWord = i;
- SGetHeadWord *pGetHeadWord = new SGetHeadWord();
- fnSuffixTraverseSetHeadWord(m_ptRoot, pGetHeadWord);
- delete pGetHeadWord;
- }
-
- STreeItem *fnFindNodeForSpan(int iLeft, int iRight, bool bLowest) {
- STreeItem *pTreeItem = m_vecTerminals[iLeft];
-
- while (pTreeItem->m_iEnd < iRight) {
- pTreeItem = pTreeItem->m_ptParent;
- if (pTreeItem == NULL) break;
- }
- if (pTreeItem == NULL)
- return NULL;
- if (pTreeItem->m_iEnd > iRight)
- return NULL;
-
- assert(pTreeItem->m_iEnd == iRight);
- if (bLowest)
- return pTreeItem;
-
- while (pTreeItem->m_ptParent != NULL && pTreeItem->m_ptParent->fnGetChildrenNum() == 1)
- pTreeItem = pTreeItem->m_ptParent;
-
- return pTreeItem;
- }
-
-private:
- void fnSuffixTraverseSetSpanInfo(STreeItem *ptItem, int& iNextNum) {
- int I;
- int iNumChildren = ptItem->fnGetChildrenNum();
- for ( I = 0; I < iNumChildren; I++ )
- fnSuffixTraverseSetSpanInfo(ptItem->m_vecChildren[ I ], iNextNum);
-
- if ( I == 0 )
- {
- ptItem->m_iBegin = iNextNum;
- ptItem->m_iEnd = iNextNum++;
- }
- else
- {
- ptItem->m_iBegin = ptItem->m_vecChildren[0]->m_iBegin;
- ptItem->m_iEnd = ptItem->m_vecChildren[I - 1]->m_iEnd;
- }
- }
-
-
- void fnSuffixTraverseSetHeadWord(STreeItem *ptItem, SGetHeadWord *pGetHeadWord) {
- int I, iHeadchild;
-
- if ( ptItem->m_vecChildren.size() == 0 )
- return;
-
- for ( I = 0; I < ptItem->m_vecChildren.size(); I++ )
- fnSuffixTraverseSetHeadWord(ptItem->m_vecChildren[I], pGetHeadWord);
-
- vector<string> vecRight;
-
-
- if ( ptItem->m_vecChildren.size() == 1 )
- iHeadchild = 0;
- else
- {
- for ( I = 0; I < ptItem->m_vecChildren.size(); I++ )
- vecRight.push_back( string( ptItem->m_vecChildren[ I ]->m_pszTerm ) );
-
- iHeadchild = pGetHeadWord->fnGetHeadWord( ptItem->m_pszTerm, vecRight );
- }
-
- ptItem->m_iHeadChild = iHeadchild;
- ptItem->m_iHeadWord = ptItem->m_vecChildren[iHeadchild]->m_iHeadWord;
- }
-
-
- static void fnReadSyntactic(const char *pszSyn, vector<string>& vec) {
- char *p;
- int I;
-
- int iLeftNum, iRightNum;
- char *pszTmp, *pszTerm;
- pszTmp = new char[strlen(pszSyn)];
- pszTerm = new char[strlen(pszSyn)];
- pszTmp[0] = pszTerm[0] = '\0';
-
- vec.clear();
-
- char *pszLine;
- pszLine = new char[strlen(pszSyn) + 1];
- strcpy( pszLine, pszSyn );
-
- char *pszLine2;
-
- while( 1 ) {
- while(( strlen( pszLine ) > 0 )
- &&( pszLine[ strlen( pszLine ) - 1 ] > 0 )
- &&( pszLine[ strlen( pszLine ) - 1 ] <= ' ' ) )
- pszLine[ strlen( pszLine ) - 1 ] = '\0';
-
- if( strlen( pszLine ) == 0 )
- break;
-
- //printf( "%s\n", pszLine );
- pszLine2 = pszLine;
- while( pszLine2[ 0 ] <= ' ' )
- pszLine2 ++;
- if( pszLine2[ 0 ] == '<' )
- continue;
-
- sscanf( pszLine2 + 1, "%s", pszTmp );
-
- if ( pszLine2[ 0 ] == '(' ) {
- iLeftNum = 0;
- iRightNum = 0;
- }
-
- p = pszLine2;
- while ( 1 ) {
- pszTerm[ 0 ] = '\0';
- sscanf( p, "%s", pszTerm );
-
- if( strlen( pszTerm ) == 0 )
- break;
- p = strstr( p, pszTerm );
- p += strlen( pszTerm );
-
- if( ( pszTerm[ 0 ] == '(' )
- ||( pszTerm[ strlen( pszTerm ) - 1 ] == ')' ) ) {
- if( pszTerm[ 0 ] == '(' ) {
- vec.push_back(string("("));
- iLeftNum++;
-
- I = 1;
- while ( pszTerm[ I ] == '(' && pszTerm[ I ]!= '\0' ) {
- vec.push_back(string("("));
- iLeftNum++;
-
- I++;
- }
-
- if( strlen( pszTerm ) > 1 )
- vec.push_back(string(pszTerm + I));
- } else {
- char *pTmp;
- pTmp = pszTerm + strlen( pszTerm ) - 1;
- while( ( pTmp[ 0 ] == ')' ) && ( pTmp >= pszTerm ) )
- pTmp --;
- pTmp[ 1 ] = '\0';
-
- if( strlen( pszTerm ) > 0 )
- vec.push_back(string(pszTerm));
- pTmp += 2;
-
- for( I = 0; I <= (int)strlen( pTmp ); I ++ ) {
- vec.push_back(string(")"));
- iRightNum++;
- }
- }
- } else {
- char *q;
- q = strchr( pszTerm, ')' );
- if ( q != NULL ) {
- q[ 0 ] = '\0';
- if ( pszTerm[ 0 ] != '\0' )
- vec.push_back(string(pszTerm));
- vec.push_back(string(")"));
- iRightNum++;
-
- q++;
- while ( q[ 0 ] == ')' ) {
- vec.push_back(string(")"));
- q++;
- iRightNum ++;
- }
-
- while( q[ 0 ] == '(' ) {
- vec.push_back(string("("));
- q++;
- iLeftNum++;
- }
-
- if ( q[ 0 ] != '\0' )
- vec.push_back(string(q));
- }
- else
- vec.push_back(string(pszTerm));
- }
- }
-
- if (iLeftNum != iRightNum) {
- fprintf(stderr, "%s\n", pszSyn);
- assert(iLeftNum == iRightNum);
- }
- /*if ( iLeftNum != iRightNum ) {
- printf( "ERROR: left( and right ) is not matched, %d ( and %d )\n", iLeftNum, iRightNum );
- return;
- }*/
-
-
- if( vec.size() >= 2
- && strcmp( vec[1].c_str(), "(" ) == 0 ) {
- //( (IP..) )
- std::vector<string>::iterator it;
- it = vec.begin();
- it++;
- vec.insert(it, string("ROOT"));
- }
-
- break;
- }
-
- delete [] pszLine;
- delete [] pszTmp;
- delete [] pszTerm;
- }
-
-public:
- STreeItem *m_ptRoot;
- vector<STreeItem*> m_vecTerminals; //the leaf nodes
+struct SParsedTree {
+ SParsedTree() { m_ptRoot = NULL; }
+ ~SParsedTree() {
+ if (m_ptRoot != NULL) delete m_ptRoot;
+ }
+ static SParsedTree *fnConvertFromString(const char *pszStr) {
+ if (strcmp(pszStr, "(())") == 0) return NULL;
+ SParsedTree *pTree = new SParsedTree();
+
+ vector<string> vecSyn;
+ fnReadSyntactic(pszStr, vecSyn);
+
+ int iLeft = 1, iRight = 1; //# left/right parenthesis
+
+ STreeItem *pcurrent;
+
+ pTree->m_ptRoot = new STreeItem(vecSyn[1].c_str());
+
+ pcurrent = pTree->m_ptRoot;
+
+ for (size_t i = 2; i < vecSyn.size() - 1; i++) {
+ if (strcmp(vecSyn[i].c_str(), "(") == 0)
+ iLeft++;
+ else if (strcmp(vecSyn[i].c_str(), ")") == 0) {
+ iRight++;
+ if (pcurrent == NULL) {
+ // error
+ fprintf(stderr, "ERROR in ConvertFromString\n");
+ fprintf(stderr, "%s\n", pszStr);
+ return NULL;
+ }
+ pcurrent = pcurrent->m_ptParent;
+ } else {
+ STreeItem *ptNewItem = new STreeItem(vecSyn[i].c_str());
+ pcurrent->fnAppend(ptNewItem);
+ pcurrent = ptNewItem;
+
+ if (strcmp(vecSyn[i - 1].c_str(), "(") != 0 &&
+ strcmp(vecSyn[i - 1].c_str(), ")") != 0) {
+ pTree->m_vecTerminals.push_back(ptNewItem);
+ pcurrent = pcurrent->m_ptParent;
+ }
+ }
+ }
+
+ if (iLeft != iRight) {
+ // error
+ fprintf(stderr, "the left and right parentheses are not matched!");
+ fprintf(stderr, "ERROR in ConvertFromString\n");
+ fprintf(stderr, "%s\n", pszStr);
+ return NULL;
+ }
+
+ return pTree;
+ }
+
+ int fnGetNumWord() { return m_vecTerminals.size(); }
+
+ void fnSetSpanInfo() {
+ int iNextNum = 0;
+ fnSuffixTraverseSetSpanInfo(m_ptRoot, iNextNum);
+ }
+
+ void fnSetHeadWord() {
+ for (size_t i = 0; i < m_vecTerminals.size(); i++)
+ m_vecTerminals[i]->m_iHeadWord = i;
+ SGetHeadWord *pGetHeadWord = new SGetHeadWord();
+ fnSuffixTraverseSetHeadWord(m_ptRoot, pGetHeadWord);
+ delete pGetHeadWord;
+ }
+
+ STreeItem *fnFindNodeForSpan(int iLeft, int iRight, bool bLowest) {
+ STreeItem *pTreeItem = m_vecTerminals[iLeft];
+
+ while (pTreeItem->m_iEnd < iRight) {
+ pTreeItem = pTreeItem->m_ptParent;
+ if (pTreeItem == NULL) break;
+ }
+ if (pTreeItem == NULL) return NULL;
+ if (pTreeItem->m_iEnd > iRight) return NULL;
+
+ assert(pTreeItem->m_iEnd == iRight);
+ if (bLowest) return pTreeItem;
+
+ while (pTreeItem->m_ptParent != NULL &&
+ pTreeItem->m_ptParent->fnGetChildrenNum() == 1)
+ pTreeItem = pTreeItem->m_ptParent;
+
+ return pTreeItem;
+ }
+
+ private:
+ void fnSuffixTraverseSetSpanInfo(STreeItem *ptItem, int &iNextNum) {
+ int I;
+ int iNumChildren = ptItem->fnGetChildrenNum();
+ for (I = 0; I < iNumChildren; I++)
+ fnSuffixTraverseSetSpanInfo(ptItem->m_vecChildren[I], iNextNum);
+
+ if (I == 0) {
+ ptItem->m_iBegin = iNextNum;
+ ptItem->m_iEnd = iNextNum++;
+ } else {
+ ptItem->m_iBegin = ptItem->m_vecChildren[0]->m_iBegin;
+ ptItem->m_iEnd = ptItem->m_vecChildren[I - 1]->m_iEnd;
+ }
+ }
+
+ void fnSuffixTraverseSetHeadWord(STreeItem *ptItem,
+ SGetHeadWord *pGetHeadWord) {
+ int I, iHeadchild;
+
+ if (ptItem->m_vecChildren.size() == 0) return;
+
+ for (I = 0; I < ptItem->m_vecChildren.size(); I++)
+ fnSuffixTraverseSetHeadWord(ptItem->m_vecChildren[I], pGetHeadWord);
+
+ vector<string> vecRight;
+
+ if (ptItem->m_vecChildren.size() == 1)
+ iHeadchild = 0;
+ else {
+ for (I = 0; I < ptItem->m_vecChildren.size(); I++)
+ vecRight.push_back(string(ptItem->m_vecChildren[I]->m_pszTerm));
+
+ iHeadchild = pGetHeadWord->fnGetHeadWord(ptItem->m_pszTerm, vecRight);
+ }
+
+ ptItem->m_iHeadChild = iHeadchild;
+ ptItem->m_iHeadWord = ptItem->m_vecChildren[iHeadchild]->m_iHeadWord;
+ }
+
+ static void fnReadSyntactic(const char *pszSyn, vector<string> &vec) {
+ char *p;
+ int I;
+
+ int iLeftNum, iRightNum;
+ char *pszTmp, *pszTerm;
+ pszTmp = new char[strlen(pszSyn)];
+ pszTerm = new char[strlen(pszSyn)];
+ pszTmp[0] = pszTerm[0] = '\0';
+
+ vec.clear();
+
+ char *pszLine;
+ pszLine = new char[strlen(pszSyn) + 1];
+ strcpy(pszLine, pszSyn);
+
+ char *pszLine2;
+
+ while (1) {
+ while ((strlen(pszLine) > 0) && (pszLine[strlen(pszLine) - 1] > 0) &&
+ (pszLine[strlen(pszLine) - 1] <= ' '))
+ pszLine[strlen(pszLine) - 1] = '\0';
+
+ if (strlen(pszLine) == 0) break;
+
+ // printf( "%s\n", pszLine );
+ pszLine2 = pszLine;
+ while (pszLine2[0] <= ' ') pszLine2++;
+ if (pszLine2[0] == '<') continue;
+
+ sscanf(pszLine2 + 1, "%s", pszTmp);
+
+ if (pszLine2[0] == '(') {
+ iLeftNum = 0;
+ iRightNum = 0;
+ }
+
+ p = pszLine2;
+ while (1) {
+ pszTerm[0] = '\0';
+ sscanf(p, "%s", pszTerm);
+
+ if (strlen(pszTerm) == 0) break;
+ p = strstr(p, pszTerm);
+ p += strlen(pszTerm);
+
+ if ((pszTerm[0] == '(') || (pszTerm[strlen(pszTerm) - 1] == ')')) {
+ if (pszTerm[0] == '(') {
+ vec.push_back(string("("));
+ iLeftNum++;
+
+ I = 1;
+ while (pszTerm[I] == '(' && pszTerm[I] != '\0') {
+ vec.push_back(string("("));
+ iLeftNum++;
+
+ I++;
+ }
+
+ if (strlen(pszTerm) > 1) vec.push_back(string(pszTerm + I));
+ } else {
+ char *pTmp;
+ pTmp = pszTerm + strlen(pszTerm) - 1;
+ while ((pTmp[0] == ')') && (pTmp >= pszTerm)) pTmp--;
+ pTmp[1] = '\0';
+
+ if (strlen(pszTerm) > 0) vec.push_back(string(pszTerm));
+ pTmp += 2;
+
+ for (I = 0; I <= (int)strlen(pTmp); I++) {
+ vec.push_back(string(")"));
+ iRightNum++;
+ }
+ }
+ } else {
+ char *q;
+ q = strchr(pszTerm, ')');
+ if (q != NULL) {
+ q[0] = '\0';
+ if (pszTerm[0] != '\0') vec.push_back(string(pszTerm));
+ vec.push_back(string(")"));
+ iRightNum++;
+
+ q++;
+ while (q[0] == ')') {
+ vec.push_back(string(")"));
+ q++;
+ iRightNum++;
+ }
+
+ while (q[0] == '(') {
+ vec.push_back(string("("));
+ q++;
+ iLeftNum++;
+ }
+
+ if (q[0] != '\0') vec.push_back(string(q));
+ } else
+ vec.push_back(string(pszTerm));
+ }
+ }
+
+ if (iLeftNum != iRightNum) {
+ fprintf(stderr, "%s\n", pszSyn);
+ assert(iLeftNum == iRightNum);
+ }
+ /*if ( iLeftNum != iRightNum ) {
+ printf( "ERROR: left( and right ) is not matched, %d ( and %d
+ )\n", iLeftNum, iRightNum );
+ return;
+ }*/
+
+ if (vec.size() >= 2 && strcmp(vec[1].c_str(), "(") == 0) {
+ //( (IP..) )
+ std::vector<string>::iterator it;
+ it = vec.begin();
+ it++;
+ vec.insert(it, string("ROOT"));
+ }
+
+ break;
+ }
+
+ delete[] pszLine;
+ delete[] pszTmp;
+ delete[] pszTerm;
+ }
+
+ public:
+ STreeItem *m_ptRoot;
+ vector<STreeItem *> m_vecTerminals; // the leaf nodes
};
struct SParseReader {
- SParseReader(const char* pszParse_Fname, bool bFlattened = false) :
- m_bFlattened(bFlattened){
- m_fpIn = fopen( pszParse_Fname, "r" );
- assert(m_fpIn != NULL);
- }
- ~SParseReader() {
- if (m_fpIn != NULL)
- fclose(m_fpIn);
- }
-
- SParsedTree* fnReadNextParseTree( ) {
- SParsedTree *pTree = NULL;
- char *pszLine = new char[100001];
- int iLen;
-
- while (fnReadNextSentence(pszLine, &iLen) == true ) {
- if (iLen == 0)
- continue;
-
- pTree = SParsedTree::fnConvertFromString(pszLine);
- if (pTree == NULL)
- break;
- if (m_bFlattened)
- fnPostProcessingFlattenedParse(pTree);
- else {
- pTree->fnSetSpanInfo();
- pTree->fnSetHeadWord();
- }
- break;
- }
-
- delete [] pszLine;
- return pTree;
- }
-
- SParsedTree* fnReadNextParseTreeWithProb(double *pProb) {
- SParsedTree *pTree = NULL;
- char *pszLine = new char[100001];
- int iLen;
-
- while (fnReadNextSentence(pszLine, &iLen) == true ) {
- if (iLen == 0)
- continue;
-
- char *p = strchr(pszLine, ' ');
- assert(p != NULL);
- p[0] = '\0';
- p++;
- if (pProb)
- (*pProb) = atof(pszLine);
-
- pTree = SParsedTree::fnConvertFromString(p);
- if (m_bFlattened)
- fnPostProcessingFlattenedParse(pTree);
- else {
- pTree->fnSetSpanInfo();
- pTree->fnSetHeadWord();
- }
- break;
- }
-
- delete [] pszLine;
- return pTree;
- }
-private:
- /*
- * since to the parse tree is a flattened tree, use the head mark to identify head info.
- * the head node will be marked as "*XP*"
- */
- void fnSetParseTreeHeadInfo(SParsedTree *pTree) {
- for (size_t i = 0; i < pTree->m_vecTerminals.size(); i++)
- pTree->m_vecTerminals[i]->m_iHeadWord = i;
- fnSuffixTraverseSetHeadWord(pTree->m_ptRoot);
- }
-
- void fnSuffixTraverseSetHeadWord(STreeItem *pTreeItem) {
- if (pTreeItem->m_vecChildren.size() == 0)
- return;
-
- for (size_t i = 0; i < pTreeItem->m_vecChildren.size(); i++ )
- fnSuffixTraverseSetHeadWord(pTreeItem->m_vecChildren[i]);
-
- vector<string> vecRight;
-
- int iHeadchild;
-
- if (pTreeItem->fnIsPreTerminal()) {
- iHeadchild = 0;
- } else {
- size_t i;
- for (i = 0; i < pTreeItem->m_vecChildren.size(); i++) {
- char *p = pTreeItem->m_vecChildren[i]->m_pszTerm;
- if (p[0] == '*' && p[strlen(p) - 1] == '*') {
- iHeadchild = i;
- p[strlen(p) - 1] = '\0';
- string str = p + 1;
- strcpy(p, str.c_str()); //erase the "*..*"
- break;
- }
- }
- assert(i < pTreeItem->m_vecChildren.size());
- }
-
- pTreeItem->m_iHeadChild = iHeadchild;
- pTreeItem->m_iHeadWord = pTreeItem->m_vecChildren[iHeadchild]->m_iHeadWord;
- }
- void fnPostProcessingFlattenedParse(SParsedTree *pTree) {
- pTree->fnSetSpanInfo();
- fnSetParseTreeHeadInfo(pTree);
- }
- bool fnReadNextSentence(char *pszLine, int* piLength) {
- if (feof(m_fpIn) == true)
- return false;
-
- int iLen;
-
- pszLine[ 0 ] = '\0';
-
- fgets(pszLine, 10001, m_fpIn);
- iLen = strlen(pszLine);
- while (iLen > 0 && pszLine[iLen - 1] > 0 && pszLine[iLen -1] < 33) {
- pszLine[ iLen - 1 ] = '\0';
- iLen--;
- }
-
- if ( piLength != NULL )
- (*piLength) = iLen;
-
- return true;
- }
-private:
- FILE *m_fpIn;
- const bool m_bFlattened;
+ SParseReader(const char *pszParse_Fname, bool bFlattened = false)
+ : m_bFlattened(bFlattened) {
+ m_fpIn = fopen(pszParse_Fname, "r");
+ assert(m_fpIn != NULL);
+ }
+ ~SParseReader() {
+ if (m_fpIn != NULL) fclose(m_fpIn);
+ }
+
+ SParsedTree *fnReadNextParseTree() {
+ SParsedTree *pTree = NULL;
+ char *pszLine = new char[100001];
+ int iLen;
+
+ while (fnReadNextSentence(pszLine, &iLen) == true) {
+ if (iLen == 0) continue;
+
+ pTree = SParsedTree::fnConvertFromString(pszLine);
+ if (pTree == NULL) break;
+ if (m_bFlattened)
+ fnPostProcessingFlattenedParse(pTree);
+ else {
+ pTree->fnSetSpanInfo();
+ pTree->fnSetHeadWord();
+ }
+ break;
+ }
+
+ delete[] pszLine;
+ return pTree;
+ }
+
+ SParsedTree *fnReadNextParseTreeWithProb(double *pProb) {
+ SParsedTree *pTree = NULL;
+ char *pszLine = new char[100001];
+ int iLen;
+
+ while (fnReadNextSentence(pszLine, &iLen) == true) {
+ if (iLen == 0) continue;
+
+ char *p = strchr(pszLine, ' ');
+ assert(p != NULL);
+ p[0] = '\0';
+ p++;
+ if (pProb) (*pProb) = atof(pszLine);
+
+ pTree = SParsedTree::fnConvertFromString(p);
+ if (m_bFlattened)
+ fnPostProcessingFlattenedParse(pTree);
+ else {
+ pTree->fnSetSpanInfo();
+ pTree->fnSetHeadWord();
+ }
+ break;
+ }
+
+ delete[] pszLine;
+ return pTree;
+ }
+
+ private:
+ /*
+ * since to the parse tree is a flattened tree, use the head mark to identify
+ * head info.
+ * the head node will be marked as "*XP*"
+ */
+ void fnSetParseTreeHeadInfo(SParsedTree *pTree) {
+ for (size_t i = 0; i < pTree->m_vecTerminals.size(); i++)
+ pTree->m_vecTerminals[i]->m_iHeadWord = i;
+ fnSuffixTraverseSetHeadWord(pTree->m_ptRoot);
+ }
+
+ void fnSuffixTraverseSetHeadWord(STreeItem *pTreeItem) {
+ if (pTreeItem->m_vecChildren.size() == 0) return;
+
+ for (size_t i = 0; i < pTreeItem->m_vecChildren.size(); i++)
+ fnSuffixTraverseSetHeadWord(pTreeItem->m_vecChildren[i]);
+
+ vector<string> vecRight;
+
+ int iHeadchild;
+
+ if (pTreeItem->fnIsPreTerminal()) {
+ iHeadchild = 0;
+ } else {
+ size_t i;
+ for (i = 0; i < pTreeItem->m_vecChildren.size(); i++) {
+ char *p = pTreeItem->m_vecChildren[i]->m_pszTerm;
+ if (p[0] == '*' && p[strlen(p) - 1] == '*') {
+ iHeadchild = i;
+ p[strlen(p) - 1] = '\0';
+ string str = p + 1;
+ strcpy(p, str.c_str()); // erase the "*..*"
+ break;
+ }
+ }
+ assert(i < pTreeItem->m_vecChildren.size());
+ }
+
+ pTreeItem->m_iHeadChild = iHeadchild;
+ pTreeItem->m_iHeadWord = pTreeItem->m_vecChildren[iHeadchild]->m_iHeadWord;
+ }
+ void fnPostProcessingFlattenedParse(SParsedTree *pTree) {
+ pTree->fnSetSpanInfo();
+ fnSetParseTreeHeadInfo(pTree);
+ }
+ bool fnReadNextSentence(char *pszLine, int *piLength) {
+ if (feof(m_fpIn) == true) return false;
+
+ int iLen;
+
+ pszLine[0] = '\0';
+
+ fgets(pszLine, 10001, m_fpIn);
+ iLen = strlen(pszLine);
+ while (iLen > 0 && pszLine[iLen - 1] > 0 && pszLine[iLen - 1] < 33) {
+ pszLine[iLen - 1] = '\0';
+ iLen--;
+ }
+
+ if (piLength != NULL) (*piLength) = iLen;
+
+ return true;
+ }
+
+ private:
+ FILE *m_fpIn;
+ const bool m_bFlattened;
};
#endif /* TREE_H_ */
diff --git a/utils/synutils/tsuruoka_maxent.h b/utils/synutils/tsuruoka_maxent.h
index 790876ab..b5a87404 100644
--- a/utils/synutils/tsuruoka_maxent.h
+++ b/utils/synutils/tsuruoka_maxent.h
@@ -18,143 +18,138 @@
using namespace std;
-
typedef std::tr1::unordered_map<std::string, int> Map;
typedef std::tr1::unordered_map<std::string, int>::iterator Iterator;
-
-
-struct Tsuruoka_Maxent{
- Tsuruoka_Maxent(const char* pszModelFName) {
- if (pszModelFName != NULL) {
- m_pModel = new ME_Model();
- m_pModel->load_from_file(pszModelFName);
- } else
- m_pModel = NULL;
- }
-
- ~Tsuruoka_Maxent() {
- if (m_pModel != NULL)
- delete m_pModel;
- }
-
- void fnTrain(const char* pszInstanceFName, const char* pszAlgorithm, const char* pszModelFName, int iNumIteration) {
- assert(strcmp(pszAlgorithm, "l1") == 0
- || strcmp(pszAlgorithm, "l2") == 0
- || strcmp(pszAlgorithm, "sgd") == 0
- || strcmp(pszAlgorithm, "SGD") == 0);
- FILE *fpIn = fopen(pszInstanceFName, "r");
-
- ME_Model *pModel = new ME_Model();
-
- char *pszLine = new char[100001];
- int iNumInstances = 0;
- int iLen;
- while (!feof(fpIn)) {
- pszLine[0] = '\0';
- fgets(pszLine, 20000, fpIn);
- if (strlen(pszLine) == 0) {
- continue;
- }
-
- iLen = strlen(pszLine);
- while (iLen > 0 && pszLine[iLen - 1] > 0 && pszLine[iLen -1] < 33) {
- pszLine[ iLen - 1 ] = '\0';
- iLen--;
- }
-
-
- iNumInstances++;
-
- ME_Sample *pmes = new ME_Sample();
-
- char *p = strrchr(pszLine, ' ');
- assert(p != NULL);
- p[0] = '\0';
- p++;
- vector<string> vecContext;
- SplitOnWhitespace(string(pszLine), &vecContext);
-
- pmes->label = string(p);
- for (size_t i = 0; i < vecContext.size(); i++)
- pmes->add_feature(vecContext[i]);
- pModel->add_training_sample((*pmes));
- if (iNumInstances % 100000 == 0)
- fprintf(stdout, "......Reading #Instances: %1d\n", iNumInstances);
- delete pmes;
- }
- fprintf(stdout, "......Reading #Instances: %1d\n", iNumInstances);
- fclose(fpIn);
-
- if (strcmp(pszAlgorithm, "l1") == 0)
- pModel->use_l1_regularizer(1.0);
- else if (strcmp(pszAlgorithm, "l2") == 0)
- pModel->use_l2_regularizer(1.0);
- else
- pModel->use_SGD();
-
- pModel->train();
- pModel->save_to_file(pszModelFName);
-
- delete pModel;
- fprintf(stdout, "......Finished Training\n");
- fprintf(stdout, "......Model saved as %s\n", pszModelFName);
- delete [] pszLine;
- }
-
- double fnEval(const char* pszContext, const char* pszOutcome) const {
- vector<string> vecContext;
- ME_Sample *pmes = new ME_Sample();
- SplitOnWhitespace(string(pszContext), &vecContext);
-
- for (size_t i = 0; i < vecContext.size(); i++)
- pmes->add_feature(vecContext[i]);
- vector<double> vecProb = m_pModel->classify(*pmes);
- delete pmes;
- int iLableID = m_pModel->get_class_id(pszOutcome);
- return vecProb[iLableID];
- }
- void fnEval(const char* pszContext, vector<pair<string, double> >& vecOutput) const {
- vector<string> vecContext;
- ME_Sample *pmes = new ME_Sample();
- SplitOnWhitespace(string(pszContext), &vecContext);
-
- vecOutput.clear();
-
- for (size_t i = 0; i < vecContext.size(); i++)
- pmes->add_feature(vecContext[i]);
- vector<double> vecProb = m_pModel->classify(*pmes);
-
- for (size_t i = 0; i < vecProb.size(); i++) {
- string label = m_pModel->get_class_label(i);
- vecOutput.push_back(make_pair(label, vecProb[i]));
- }
- delete pmes;
- }
- void fnEval(const char* pszContext, vector<double>& vecOutput) const{
- vector<string> vecContext;
- ME_Sample *pmes = new ME_Sample();
- SplitOnWhitespace(string(pszContext), &vecContext);
-
- vecOutput.clear();
-
- for (size_t i = 0; i < vecContext.size(); i++)
- pmes->add_feature(vecContext[i]);
- vector<double> vecProb = m_pModel->classify(*pmes);
-
- for (size_t i = 0; i < vecProb.size(); i++) {
- string label = m_pModel->get_class_label(i);
- vecOutput.push_back(vecProb[i]);
- }
- delete pmes;
- }
- int fnGetClassId(const string& strLabel) const {
- return m_pModel->get_class_id(strLabel);
- }
-private:
- ME_Model *m_pModel;
+struct Tsuruoka_Maxent {
+ Tsuruoka_Maxent(const char* pszModelFName) {
+ if (pszModelFName != NULL) {
+ m_pModel = new ME_Model();
+ m_pModel->load_from_file(pszModelFName);
+ } else
+ m_pModel = NULL;
+ }
+
+ ~Tsuruoka_Maxent() {
+ if (m_pModel != NULL) delete m_pModel;
+ }
+
+ void fnTrain(const char* pszInstanceFName, const char* pszAlgorithm,
+ const char* pszModelFName, int iNumIteration) {
+ assert(strcmp(pszAlgorithm, "l1") == 0 || strcmp(pszAlgorithm, "l2") == 0 ||
+ strcmp(pszAlgorithm, "sgd") == 0 ||
+ strcmp(pszAlgorithm, "SGD") == 0);
+ FILE* fpIn = fopen(pszInstanceFName, "r");
+
+ ME_Model* pModel = new ME_Model();
+
+ char* pszLine = new char[100001];
+ int iNumInstances = 0;
+ int iLen;
+ while (!feof(fpIn)) {
+ pszLine[0] = '\0';
+ fgets(pszLine, 20000, fpIn);
+ if (strlen(pszLine) == 0) {
+ continue;
+ }
+
+ iLen = strlen(pszLine);
+ while (iLen > 0 && pszLine[iLen - 1] > 0 && pszLine[iLen - 1] < 33) {
+ pszLine[iLen - 1] = '\0';
+ iLen--;
+ }
+
+ iNumInstances++;
+
+ ME_Sample* pmes = new ME_Sample();
+
+ char* p = strrchr(pszLine, ' ');
+ assert(p != NULL);
+ p[0] = '\0';
+ p++;
+ vector<string> vecContext;
+ SplitOnWhitespace(string(pszLine), &vecContext);
+
+ pmes->label = string(p);
+ for (size_t i = 0; i < vecContext.size(); i++)
+ pmes->add_feature(vecContext[i]);
+ pModel->add_training_sample((*pmes));
+ if (iNumInstances % 100000 == 0)
+ fprintf(stdout, "......Reading #Instances: %1d\n", iNumInstances);
+ delete pmes;
+ }
+ fprintf(stdout, "......Reading #Instances: %1d\n", iNumInstances);
+ fclose(fpIn);
+
+ if (strcmp(pszAlgorithm, "l1") == 0)
+ pModel->use_l1_regularizer(1.0);
+ else if (strcmp(pszAlgorithm, "l2") == 0)
+ pModel->use_l2_regularizer(1.0);
+ else
+ pModel->use_SGD();
+
+ pModel->train();
+ pModel->save_to_file(pszModelFName);
+
+ delete pModel;
+ fprintf(stdout, "......Finished Training\n");
+ fprintf(stdout, "......Model saved as %s\n", pszModelFName);
+ delete[] pszLine;
+ }
+
+ double fnEval(const char* pszContext, const char* pszOutcome) const {
+ vector<string> vecContext;
+ ME_Sample* pmes = new ME_Sample();
+ SplitOnWhitespace(string(pszContext), &vecContext);
+
+ for (size_t i = 0; i < vecContext.size(); i++)
+ pmes->add_feature(vecContext[i]);
+ vector<double> vecProb = m_pModel->classify(*pmes);
+ delete pmes;
+ int iLableID = m_pModel->get_class_id(pszOutcome);
+ return vecProb[iLableID];
+ }
+ void fnEval(const char* pszContext,
+ vector<pair<string, double> >& vecOutput) const {
+ vector<string> vecContext;
+ ME_Sample* pmes = new ME_Sample();
+ SplitOnWhitespace(string(pszContext), &vecContext);
+
+ vecOutput.clear();
+
+ for (size_t i = 0; i < vecContext.size(); i++)
+ pmes->add_feature(vecContext[i]);
+ vector<double> vecProb = m_pModel->classify(*pmes);
+
+ for (size_t i = 0; i < vecProb.size(); i++) {
+ string label = m_pModel->get_class_label(i);
+ vecOutput.push_back(make_pair(label, vecProb[i]));
+ }
+ delete pmes;
+ }
+ void fnEval(const char* pszContext, vector<double>& vecOutput) const {
+ vector<string> vecContext;
+ ME_Sample* pmes = new ME_Sample();
+ SplitOnWhitespace(string(pszContext), &vecContext);
+
+ vecOutput.clear();
+
+ for (size_t i = 0; i < vecContext.size(); i++)
+ pmes->add_feature(vecContext[i]);
+ vector<double> vecProb = m_pModel->classify(*pmes);
+
+ for (size_t i = 0; i < vecProb.size(); i++) {
+ string label = m_pModel->get_class_label(i);
+ vecOutput.push_back(vecProb[i]);
+ }
+ delete pmes;
+ }
+ int fnGetClassId(const string& strLabel) const {
+ return m_pModel->get_class_id(strLabel);
+ }
+
+ private:
+ ME_Model* m_pModel;
};
-
-
#endif /* TSURUOKA_MAXENT_H_ */
diff --git a/utils/synutils/utility.h b/utils/synutils/utility.h
index d3f52ee0..791b2286 100644
--- a/utils/synutils/utility.h
+++ b/utils/synutils/utility.h
@@ -8,7 +8,6 @@
#ifndef UTILITY_H_
#define UTILITY_H_
-
#include <zlib.h>
#include <stdio.h>
#include <assert.h>
@@ -20,110 +19,107 @@ using namespace std;
typedef std::unordered_map<std::string, int> MapString2Int;
typedef std::unordered_map<std::string, float> MapString2Float;
-typedef std::unordered_map<std::string, float>::iterator MapString2FloatIterator;
+typedef std::unordered_map<std::string, float>::iterator
+ MapString2FloatIterator;
using namespace std;
struct SFReader {
- SFReader( ){ }
- virtual ~SFReader( ){ }
+ SFReader() {}
+ virtual ~SFReader() {}
- virtual bool fnReadNextLine( char *pszLine, int* piLength ) = 0;
- virtual bool fnReadNextLine(string& strLine) = 0;
+ virtual bool fnReadNextLine(char* pszLine, int* piLength) = 0;
+ virtual bool fnReadNextLine(string& strLine) = 0;
};
-struct STxtFileReader: public SFReader {
- STxtFileReader(const char* pszFname) {
- m_fpIn = fopen(pszFname, "r");
- assert(m_fpIn != NULL);
- }
- ~STxtFileReader() {
- if (m_fpIn != NULL)
- fclose(m_fpIn);
- }
-
- bool fnReadNextLine(char *pszLine, int* piLength) {
- if (feof(m_fpIn) == true)
- return false;
-
- int iLen;
-
- pszLine[ 0 ] = '\0';
-
- fgets(pszLine, 10001, m_fpIn);
- iLen = strlen(pszLine);
- if (iLen == 0) return false;
- while (iLen > 0 && pszLine[iLen - 1] > 0 && pszLine[iLen -1] < 33) {
- pszLine[ iLen - 1 ] = '\0';
- iLen--;
- }
-
- if ( piLength != NULL )
- (*piLength) = iLen;
-
- return true;
- }
-
- bool fnReadNextLine(string& strLine) {
- char *pszLine = new char[10001];
- bool bOut = fnReadNextLine(pszLine, NULL);
- if (bOut) strLine = string(pszLine);
- else strLine = string("");
- delete [] pszLine;
-
- return bOut;
- }
-private:
- FILE *m_fpIn;
+struct STxtFileReader : public SFReader {
+ STxtFileReader(const char* pszFname) {
+ m_fpIn = fopen(pszFname, "r");
+ assert(m_fpIn != NULL);
+ }
+ ~STxtFileReader() {
+ if (m_fpIn != NULL) fclose(m_fpIn);
+ }
+
+ bool fnReadNextLine(char* pszLine, int* piLength) {
+ if (feof(m_fpIn) == true) return false;
+
+ int iLen;
+
+ pszLine[0] = '\0';
+
+ fgets(pszLine, 10001, m_fpIn);
+ iLen = strlen(pszLine);
+ if (iLen == 0) return false;
+ while (iLen > 0 && pszLine[iLen - 1] > 0 && pszLine[iLen - 1] < 33) {
+ pszLine[iLen - 1] = '\0';
+ iLen--;
+ }
+
+ if (piLength != NULL) (*piLength) = iLen;
+
+ return true;
+ }
+
+ bool fnReadNextLine(string& strLine) {
+ char* pszLine = new char[10001];
+ bool bOut = fnReadNextLine(pszLine, NULL);
+ if (bOut)
+ strLine = string(pszLine);
+ else
+ strLine = string("");
+ delete[] pszLine;
+
+ return bOut;
+ }
+
+ private:
+ FILE* m_fpIn;
};
-struct SGZFileReader: public SFReader {
- SGZFileReader(const char* pszFname) {
- m_fpIn = gzopen( pszFname, "r" );
- assert(m_fpIn != NULL);
- }
- ~SGZFileReader() {
- if (m_fpIn != NULL)
- gzclose(m_fpIn);
- }
-
- bool fnReadNextLine(char *pszLine, int* piLength) {
- if ( m_fpIn == NULL )
- exit( 0 );
- if ( gzeof( m_fpIn ) == true )
- return false;
-
- int iLen;
-
- pszLine[ 0 ] = '\0';
-
- gzgets( m_fpIn, pszLine, 10001 );
- iLen = strlen( pszLine );
- while ( iLen > 0 && pszLine[ iLen - 1 ] > 0 && pszLine[ iLen -1 ] < 33 )
- {
- pszLine[ iLen - 1 ] = '\0';
- iLen--;
- }
-
- if ( piLength != NULL )
- (*piLength) = iLen;
-
- return true;
- }
-
- bool fnReadNextLine(string& strLine) {
- char *pszLine = new char[10001];
- bool bOut = fnReadNextLine(pszLine, NULL);
- if (bOut) strLine = string(pszLine);
- else strLine = string("");
- delete [] pszLine;
-
- return bOut;
- }
-private:
- gzFile m_fpIn;
+struct SGZFileReader : public SFReader {
+ SGZFileReader(const char* pszFname) {
+ m_fpIn = gzopen(pszFname, "r");
+ assert(m_fpIn != NULL);
+ }
+ ~SGZFileReader() {
+ if (m_fpIn != NULL) gzclose(m_fpIn);
+ }
+
+ bool fnReadNextLine(char* pszLine, int* piLength) {
+ if (m_fpIn == NULL) exit(0);
+ if (gzeof(m_fpIn) == true) return false;
+
+ int iLen;
+
+ pszLine[0] = '\0';
+
+ gzgets(m_fpIn, pszLine, 10001);
+ iLen = strlen(pszLine);
+ while (iLen > 0 && pszLine[iLen - 1] > 0 && pszLine[iLen - 1] < 33) {
+ pszLine[iLen - 1] = '\0';
+ iLen--;
+ }
+
+ if (piLength != NULL) (*piLength) = iLen;
+
+ return true;
+ }
+
+ bool fnReadNextLine(string& strLine) {
+ char* pszLine = new char[10001];
+ bool bOut = fnReadNextLine(pszLine, NULL);
+ if (bOut)
+ strLine = string(pszLine);
+ else
+ strLine = string("");
+ delete[] pszLine;
+
+ return bOut;
+ }
+
+ private:
+ gzFile m_fpIn;
};
-
#endif /* UTILITY_H_ */
-