#include "BleuDocScorer.h" #include #include #include #include #include #include #include #include #include "util/check.hh" #include "Ngram.h" #include "Reference.h" #include "Util.h" #include "Vocabulary.h" using namespace std; namespace { // configure regularisation const char KEY_REFLEN[] = "reflen"; const char REFLEN_AVERAGE[] = "average"; const char REFLEN_SHORTEST[] = "shortest"; const char REFLEN_CLOSEST[] = "closest"; } // namespace namespace MosesTuning { BleuDocScorer::BleuDocScorer(const string& config) : BleuScorer("BLEUDOC", config), m_ref_length_type(CLOSEST) { const string reflen = getConfig(KEY_REFLEN, REFLEN_CLOSEST); if (reflen == REFLEN_AVERAGE) { m_ref_length_type = AVERAGE; } else if (reflen == REFLEN_SHORTEST) { m_ref_length_type = SHORTEST; } else if (reflen == REFLEN_CLOSEST) { m_ref_length_type = CLOSEST; } else { throw runtime_error("Unknown reference length strategy: " + reflen); } } BleuDocScorer::~BleuDocScorer() {} bool BleuDocScorer::OpenReferenceStream(istream* is, size_t file_id) { if (is == NULL) return false; string line; size_t doc_id = -1; size_t sid = 0; while (getline(*is, line)) { if (line.find("()); sid = 0; } else if (line.find("') + 1; std::string trans = line.substr(start, line.find_last_of('<')-start); trans = preprocessSentence(trans); if (file_id == 0) { Reference* ref = new Reference; m_references[doc_id]->push_back(ref); // Take ownership of the Reference object. } if (m_references[doc_id]->size() <= sid) { return false; } NgramCounts counts; size_t length = CountNgrams(trans, counts, kBleuNgramOrder); //for any counts larger than those already there, merge them in for (NgramCounts::const_iterator ci = counts.begin(); ci != counts.end(); ++ci) { const NgramCounts::Key& ngram = ci->first; const NgramCounts::Value newcount = ci->second; NgramCounts::Value oldcount = 0; m_references[doc_id]->get().at(sid)->get_counts()->Lookup(ngram, &oldcount); if (newcount > oldcount) { m_references[doc_id]->get().at(sid)->get_counts()->operator[](ngram) = newcount; } } //add in the length m_references[doc_id]->get().at(sid)->push_back(length); if (sid > 0 && sid % 100 == 0) { TRACE_ERR("."); } ++sid; } } return true; } void BleuDocScorer::prepareStats(size_t sid, const string& text, ScoreStats& entry) { if (sid >= m_references.size()) { stringstream msg; msg << "Sentence id (" << sid << ") not found in reference set"; throw runtime_error(msg.str()); } std::vector sentences = splitDoc(text); vector totStats(kBleuNgramOrder * 2 + 1); for (uint i=0; i stats(kBleuNgramOrder * 2); string sentence = preprocessSentence(sentences[i]); const size_t length = CountNgrams(sentence, testcounts, kBleuNgramOrder); //precision on each ngram type for (NgramCounts::const_iterator testcounts_it = testcounts.begin(); testcounts_it != testcounts.end(); ++testcounts_it) { const NgramCounts::Value guess = testcounts_it->second; const size_t len = testcounts_it->first.size(); NgramCounts::Value correct = 0; NgramCounts::Value v = 0; if (m_references[sid]->get().at(i)->get_counts()->Lookup(testcounts_it->first, &v)) { correct = min(v, guess); } stats[len * 2 - 2] += correct; stats[len * 2 - 1] += guess; } const int reference_len = CalcReferenceLength(sid, i, length); stats.push_back(reference_len); //ADD stats to totStats std::transform(stats.begin(), stats.end(), totStats.begin(), totStats.begin(), std::plus()); } entry.set(totStats); } std::vector BleuDocScorer::splitDoc(const std::string& text) { std::vector res; uint index = 0; std::string::size_type end; while ((end = text.find(" \\n ", index)) != std::string::npos) { res.push_back(text.substr(index,end-index)); index = end + 4; } return res; } statscore_t BleuDocScorer::calculateScore(const vector& comps) const { CHECK(comps.size() == kBleuNgramOrder * 2 + 1); float logbleu = 0.0; for (int i = 0; i < kBleuNgramOrder; ++i) { if (comps[2*i] == 0) { return 0.0; } logbleu += log(comps[2*i]) - log(comps[2*i+1]); } logbleu /= kBleuNgramOrder; // reflength divided by test length const float brevity = 1.0 - static_cast(comps[kBleuNgramOrder * 2]) / comps[1]; if (brevity < 0.0) { logbleu += brevity; } return exp(logbleu); } int BleuDocScorer::CalcReferenceLength(size_t doc_id, size_t sentence_id, size_t length) { switch (m_ref_length_type) { case AVERAGE: return m_references[doc_id]->get().at(sentence_id)->CalcAverage(); break; case CLOSEST: return m_references[doc_id]->get().at(sentence_id)->CalcClosest(length); break; case SHORTEST: return m_references[doc_id]->get().at(sentence_id)->CalcShortest(); break; default: cerr << "unknown reference types." << endl; exit(1); } } }