mosesdecoder/moses/src/SearchNormal.cpp

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#include "Timer.h"
#include "SearchNormal.h"
namespace Moses
{
#undef DEBUGLATTICE
#ifdef DEBUGLATTICE
static bool debug2 = false;
#endif
SearchNormal::SearchNormal(const InputType &source, const TranslationOptionCollection &transOptColl)
:m_source(source)
,m_hypoStackColl(source.GetSize() + 1)
,m_initialTargetPhrase(Output)
,m_start(clock())
,interrupted_flag(0)
,m_transOptColl(transOptColl)
{
VERBOSE(1, "Translating: " << m_source << endl);
const StaticData &staticData = StaticData::Instance();
// only if constraint decoding (having to match a specified output)
long sentenceID = source.GetTranslationId();
m_constraint = staticData.GetConstrainingPhrase(sentenceID);
// initialize the stacks: create data structure and set limits
std::vector < HypothesisStackNormal >::iterator iterStack;
for (size_t ind = 0 ; ind < m_hypoStackColl.size() ; ++ind)
{
HypothesisStackNormal *sourceHypoColl = new HypothesisStackNormal();
sourceHypoColl->SetMaxHypoStackSize(staticData.GetMaxHypoStackSize(),staticData.GetMinHypoStackDiversity());
sourceHypoColl->SetBeamWidth(staticData.GetBeamWidth());
m_hypoStackColl[ind] = sourceHypoColl;
}
}
SearchNormal::~SearchNormal()
{
RemoveAllInColl(m_hypoStackColl);
}
/**
* Main decoder loop that translates a sentence by expanding
* hypotheses stack by stack, until the end of the sentence.
*/
void SearchNormal::ProcessSentence()
{
const StaticData &staticData = StaticData::Instance();
SentenceStats &stats = staticData.GetSentenceStats();
clock_t t=0; // used to track time for steps
// initial seed hypothesis: nothing translated, no words produced
Hypothesis *hypo = Hypothesis::Create(m_source, m_initialTargetPhrase);
m_hypoStackColl[0]->AddPrune(hypo);
// go through each stack
std::vector < HypothesisStack* >::iterator iterStack;
for (iterStack = m_hypoStackColl.begin() ; iterStack != m_hypoStackColl.end() ; ++iterStack)
{
// check if decoding ran out of time
double _elapsed_time = GetUserTime();
if (_elapsed_time > staticData.GetTimeoutThreshold()){
VERBOSE(1,"Decoding is out of time (" << _elapsed_time << "," << staticData.GetTimeoutThreshold() << ")" << std::endl);
interrupted_flag = 1;
return;
}
HypothesisStackNormal &sourceHypoColl = *static_cast<HypothesisStackNormal*>(*iterStack);
// the stack is pruned before processing (lazy pruning):
VERBOSE(3,"processing hypothesis from next stack");
IFVERBOSE(2) { t = clock(); }
sourceHypoColl.PruneToSize(staticData.GetMaxHypoStackSize());
VERBOSE(3,std::endl);
sourceHypoColl.CleanupArcList();
IFVERBOSE(2) { stats.AddTimeStack( clock()-t ); }
// go through each hypothesis on the stack and try to expand it
HypothesisStackNormal::const_iterator iterHypo;
for (iterHypo = sourceHypoColl.begin() ; iterHypo != sourceHypoColl.end() ; ++iterHypo)
{
Hypothesis &hypothesis = **iterHypo;
ProcessOneHypothesis(hypothesis); // expand the hypothesis
}
// some logging
IFVERBOSE(2) { OutputHypoStackSize(); }
// this stack is fully expanded;
actual_hypoStack = &sourceHypoColl;
}
// some more logging
IFVERBOSE(2) { staticData.GetSentenceStats().SetTimeTotal( clock()-m_start ); }
VERBOSE(2, staticData.GetSentenceStats());
}
/** Find all translation options to expand one hypothesis, trigger expansion
* this is mostly a check for overlap with already covered words, and for
* violation of reordering limits.
* \param hypothesis hypothesis to be expanded upon
*/
void SearchNormal::ProcessOneHypothesis(const Hypothesis &hypothesis)
{
// since we check for reordering limits, its good to have that limit handy
int maxDistortion = StaticData::Instance().GetMaxDistortion();
bool isWordLattice = StaticData::Instance().GetInputType() == WordLatticeInput;
// no limit of reordering: only check for overlap
if (maxDistortion < 0)
{
const WordsBitmap hypoBitmap = hypothesis.GetWordsBitmap();
const size_t hypoFirstGapPos = hypoBitmap.GetFirstGapPos()
, sourceSize = m_source.GetSize();
for (size_t startPos = hypoFirstGapPos ; startPos < sourceSize ; ++startPos)
{
size_t maxSize = sourceSize - startPos;
size_t maxSizePhrase = StaticData::Instance().GetMaxPhraseLength();
maxSize = (maxSize < maxSizePhrase) ? maxSize : maxSizePhrase;
for (size_t endPos = startPos ; endPos < startPos + maxSize ; ++endPos)
{
if (!hypoBitmap.Overlap(WordsRange(startPos, endPos)) || !m_source.GetReorderingConstraint().Check( hypoBitmap, startPos, endPos ) )
{
continue;
}
{
//TODO: does this method include incompatible WordLattice hypotheses?
ExpandAllHypotheses(hypothesis
, m_transOptColl.GetTranslationOptionList(WordsRange(startPos, endPos)));
}
}
}
return; // done with special case (no reordering limit)
}
// if there are reordering limits, make sure it is not violated
// the coverage bitmap is handy here (and the position of the first gap)
const WordsBitmap hypoBitmap = hypothesis.GetWordsBitmap();
const size_t hypoFirstGapPos = hypoBitmap.GetFirstGapPos()
, sourceSize = m_source.GetSize();
// MAIN LOOP. go through each possible range
for (size_t startPos = hypoFirstGapPos ; startPos < sourceSize ; ++startPos)
{
size_t maxSize = sourceSize - startPos;
size_t maxSizePhrase = StaticData::Instance().GetMaxPhraseLength();
#ifdef DEBUGLATTICE
const int INTEREST = 29;
#endif
maxSize = (maxSize < maxSizePhrase) ? maxSize : maxSizePhrase;
size_t closestLeft = hypoBitmap.GetEdgeToTheLeftOf(startPos);
if (isWordLattice) {
// first question: is there a path from the closest translated word to the left
// of the hypothesized extension to the start of the hypothesized extension?
// long version: is there anything to our left? is it farther left than where we're starting anyway? can we get to it?
//closestLeft is exclusive: a value of 3 means 2 is covered, our arc is currently ENDING at 3 and can start at 3 implicitly
//if (closestLeft != startPos && closestLeft != 0 && ((startPos - closestLeft) != 1 && !m_source.CanIGetFromAToB(closestLeft+1, startPos+1))) {
//if (closestLeft != startPos && closestLeft != 0 && ((startPos - closestLeft) != 0 && !m_source.CanIGetFromAToB(closestLeft, startPos))) {
if (closestLeft != 0 && closestLeft != startPos && !m_source.CanIGetFromAToB(closestLeft, startPos)) {
#ifdef DEBUGLATTICE
if (startPos == INTEREST) {
std::cerr << "Die0: hyp = " << hypothesis <<"\n";
std::cerr << "Die0: CanIGetFromAToB(" << (closestLeft) << "," << (startPos) << ") = " << m_source.CanIGetFromAToB(closestLeft,startPos) << "\n";
}
#endif
continue;
}
}
//if (startPos == INTEREST) { std::cerr << "INTEREST: " << hypothesis << "\n"; }
for (size_t endPos = startPos ; endPos < startPos + maxSize ; ++endPos)
{
// check if passes specified reordering constraints
// (set with -monotone-at-punctuation or xml)
if (!m_source.GetReorderingConstraint().Check( hypoBitmap, startPos, endPos ) )
{
continue;
}
// check for overlap
WordsRange extRange(startPos, endPos);
#ifdef DEBUGLATTICE
//if (startPos == INTEREST) { std::cerr << " (" << hypoFirstGapPos << ")-> wr: " << extRange << "\n"; }
bool interest = ((startPos == endPos) && (startPos == INTEREST));// || (startPos ==0 && endPos == 1);
bool debug = interest;
//(startPos > (INTEREST-8) && hypoFirstGapPos > 0 && startPos <= INTEREST && endPos >=INTEREST && endPos < (INTEREST+25) && hypoFirstGapPos == INTEREST);
//debug2 = debug;
//if (debug) { std::cerr << (startPos==INTEREST? "LOOK-->" : "") << "XP: " << hypothesis << "\next: " << extRange << "\n"; }
#endif
if (hypoBitmap.Overlap(extRange) ||
(isWordLattice && !m_source.IsCoveragePossible(extRange)
//|| !m_source.IsExtensionPossible(hypothesis.GetCurrSourceWordsRange(), extRange))
//isExtensionPossible is redundant. We just need to know 1. is it consistant? 2. can our end touch the next thing to the right.
)
)
{
#ifdef DEBUGLATTICE
if (interest) {
//std::cerr << "Die1: hyp: " << hypothesis << "\n";
//std::cerr << "Die1: extRange: " << extRange << "\n";
//std::cerr << "Die1: currSrcRange: " << hypothesis.GetCurrSourceWordsRange() << "\n";
//std::cerr << "Die1: Overlap=" << hypoBitmap.Overlap(extRange) << " IsCoveragePossible=" << m_source.IsCoveragePossible(extRange) << " IsExtensionPossible=" << m_source.IsExtensionPossible(hypothesis.GetCurrSourceWordsRange(), extRange)<< "\n";
}
#endif
continue;
}
bool leftMostEdge = (hypoFirstGapPos == startPos);
size_t closestRight = hypoBitmap.GetEdgeToTheRightOf(endPos);
// ask second question here:
// we already know we can get to our starting point from the closest thing to the left. We now ask the follow up:
// can we get from our end to the closest thing on the right?
// long version: is anything to our right? is it farther right than our (inclusive) end? can our end reach it?
// closest right definition:
if (isWordLattice) {
//if (!leftMostEdge && closestRight != endPos && closestRight != sourceSize && !m_source.CanIGetFromAToB(endPos, closestRight + 1)) {
if (closestRight != endPos && ((closestRight + 1) < sourceSize) && !m_source.CanIGetFromAToB(endPos, closestRight + 1)) {
#ifdef DEBUGLATTICE
if (interest) {
std::cerr << "Die2: hyp = " << hypothesis <<"\n";
std::cerr << "Die2: extRange = " << extRange <<"\n";
std::cerr << "Die2: CloseRight = " << closestRight <<"\n";
std::cerr << "Die2: CanIGetFromAToB(" << (endPos) << "," << (closestRight+1) << ") = " << m_source.CanIGetFromAToB(endPos,closestRight + 1) << "\n";
}
#endif
continue;
}
}
// any length extension is okay if starting at left-most edge
if (leftMostEdge)
{
#ifdef DEBUGLATTICE
size_t vl = StaticData::Instance().GetVerboseLevel();
if (debug2) {
//std::cerr << "Ext!\n";
StaticData::Instance().SetVerboseLevel(4);
}
#endif
ExpandAllHypotheses(hypothesis
,m_transOptColl.GetTranslationOptionList(extRange));
#ifdef DEBUGLATTICE
StaticData::Instance().SetVerboseLevel(vl);
#endif
}
// starting somewhere other than left-most edge, use caution
else
{
// the basic idea is this: we would like to translate a phrase starting
// from a position further right than the left-most open gap. The
// distortion penalty for the following phrase will be computed relative
// to the ending position of the current extension, so we ask now what
// its maximum value will be (which will always be the value of the
// hypothesis starting at the left-most edge). If this value is less than
// the distortion limit, we don't allow this extension to be made.
WordsRange bestNextExtension(hypoFirstGapPos, hypoFirstGapPos);
int required_distortion =
m_source.ComputeDistortionDistance(extRange, bestNextExtension);
if (required_distortion > maxDistortion) {
#ifdef DEBUGLATTICE
if (interest) {
std::cerr << "Distortion violation\n";
std::cerr << (startPos==INTEREST? "VLOOK-->" : "") << "XP: " << hypothesis << "\next: " << extRange << "\n";
}
#endif
continue;
}
// everything is fine, we're good to go
ExpandAllHypotheses(hypothesis
,m_transOptColl.GetTranslationOptionList(extRange));
}
}
}
}
/**
* Expand a hypothesis given a list of translation options
* \param hypothesis hypothesis to be expanded upon
* \param transOptList list of translation options to be applied
*/
void SearchNormal::ExpandAllHypotheses(const Hypothesis &hypothesis,const TranslationOptionList &transOptList)
{
TranslationOptionList::const_iterator iter;
for (iter = transOptList.begin() ; iter != transOptList.end() ; ++iter)
{
ExpandHypothesis(hypothesis, **iter);
}
}
/**
* Expand one hypothesis with a translation option.
* this involves initial creation, scoring and adding it to the proper stack
* \param hypothesis hypothesis to be expanded upon
* \param transOpt translation option (phrase translation)
* that is applied to create the new hypothesis
*/
void SearchNormal::ExpandHypothesis(const Hypothesis &hypothesis, const TranslationOption &transOpt)
{
const StaticData &staticData = StaticData::Instance();
SentenceStats &stats = staticData.GetSentenceStats();
clock_t t=0; // used to track time for steps
#ifdef DEBUGLATTICE
if (debug2) { std::cerr << "::EXT: " << transOpt << "\n"; }
#endif
Hypothesis *newHypo;
// expand hypothesis further if transOpt was linked
// this code will get nuked soon, it has many problems
// for (std::vector<TranslationOption*>::const_iterator iterLinked = transOpt.GetLinkedTransOpts().begin();
// iterLinked != transOpt.GetLinkedTransOpts().end(); iterLinked++) {
// t = clock();
// newHypo = hypothesis.CreateNext(transOpt, m_constraint);
// StaticData::Instance().GetSentenceStats().AddTimeBuildHyp( clock()-t );
// if (newHypo==NULL) return;
// const WordsBitmap hypoBitmap = newHypo->GetWordsBitmap();
// if (hypoBitmap.Overlap((**iterLinked).GetSourceWordsRange())) {
// don't want to add a hypothesis that has some but not all of a linked TO set, so return
// FREEHYPO( newHypo );
// return;
// }
// else
// {
// newHypo->CalcScore(m_transOptColl.GetFutureScore());
// newHypo = newHypo->CreateNext(**iterLinked, m_constraint); // TODO FIXME This is absolutely broken - don't pass null here
// }
// }
if (! staticData.UseEarlyDiscarding())
{
// simple build, no questions asked
IFVERBOSE(2) { t = clock(); }
newHypo = hypothesis.CreateNext(transOpt, m_constraint);
IFVERBOSE(2) { stats.AddTimeBuildHyp( clock()-t ); }
if (newHypo==NULL) return;
newHypo->CalcScore(m_transOptColl.GetFutureScore());
}
else
// early discarding: check if hypothesis is too bad to build
// this idea is explained in (Moore&Quirk, MT Summit 2007)
{
// what is the worst possible score?
size_t wordsTranslated = hypothesis.GetWordsBitmap().GetNumWordsCovered() + transOpt.GetSize();
float allowedScore = m_hypoStackColl[wordsTranslated]->GetWorstScore() + staticData.GetEarlyDiscardingThreshold();
// expected score is based on score of current hypothesis
float expectedScore = hypothesis.GetScore();
// add new future cost estimate
WordsBitmap *newSourceCompleted = new WordsBitmap ( hypothesis.GetWordsBitmap() );
newSourceCompleted->SetValue(transOpt.GetSourceWordsRange().GetStartPos(), transOpt.GetSourceWordsRange().GetEndPos(), true);
expectedScore += m_transOptColl.GetFutureScore().CalcFutureScore( *newSourceCompleted );
delete(newSourceCompleted);
// add expected score of translation option
expectedScore += transOpt.GetFutureScore();
// check if transOpt cost push it already below limit
if (expectedScore < allowedScore)
{
IFVERBOSE(2) { stats.AddNotBuilt(); }
return;
}
// build the hypothesis without scoring
IFVERBOSE(2) { t = clock(); }
newHypo = hypothesis.CreateNext(transOpt, m_constraint);
if (newHypo==NULL) return;
IFVERBOSE(2) { stats.AddTimeBuildHyp( clock()-t ); }
// compute expected score (all but correct LM)
expectedScore = newHypo->CalcExpectedScore( m_transOptColl.GetFutureScore() );
// ... and check if that is below the limit
if (expectedScore < allowedScore)
{
IFVERBOSE(2) { stats.AddEarlyDiscarded(); }
FREEHYPO( newHypo );
return;
}
// ok, all is good, compute remaining scores
newHypo->CalcRemainingScore();
}
// logging for the curious
IFVERBOSE(3) {
newHypo->PrintHypothesis();
}
// add to hypothesis stack
size_t wordsTranslated = newHypo->GetWordsBitmap().GetNumWordsCovered();
IFVERBOSE(2) { t = clock(); }
m_hypoStackColl[wordsTranslated]->AddPrune(newHypo);
IFVERBOSE(2) { stats.AddTimeStack( clock()-t ); }
}
const std::vector < HypothesisStack* >& SearchNormal::GetHypothesisStacks() const
{
return m_hypoStackColl;
}
/**
* Find best hypothesis on the last stack.
* This is the end point of the best translation, which can be traced back from here
*/
const Hypothesis *SearchNormal::GetBestHypothesis() const
{
// const HypothesisStackNormal &hypoColl = m_hypoStackColl.back();
if (interrupted_flag == 0){
const HypothesisStackNormal &hypoColl = *static_cast<HypothesisStackNormal*>(m_hypoStackColl.back());
return hypoColl.GetBestHypothesis();
}
else{
const HypothesisStackNormal &hypoColl = *actual_hypoStack;
return hypoColl.GetBestHypothesis();
}
}
/**
* Logging of hypothesis stack sizes
*/
void SearchNormal::OutputHypoStackSize()
{
std::vector < HypothesisStack* >::const_iterator iterStack = m_hypoStackColl.begin();
TRACE_ERR( "Stack sizes: " << (int)(*iterStack)->size());
for (++iterStack; iterStack != m_hypoStackColl.end() ; ++iterStack)
{
TRACE_ERR( ", " << (int)(*iterStack)->size());
}
TRACE_ERR( endl);
}
}