mosesdecoder/moses/LM/oxlm/SourceOxLM.cpp

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#include "moses/LM/oxlm/SourceOxLM.h"
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#include <boost/archive/binary_iarchive.hpp>
#include <boost/archive/binary_oarchive.hpp>
#include <boost/filesystem.hpp>
using namespace std;
using namespace oxlm;
namespace Moses {
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SourceOxLM::SourceOxLM(const string &line)
: BilingualLM(line), cacheHits(0), totalHits(0) {}
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SourceOxLM::~SourceOxLM() {
if (persistentCache) {
double cache_hit_ratio = 100.0 * cacheHits / totalHits;
cerr << "Cache hit ratio: " << cache_hit_ratio << endl;
}
}
float SourceOxLM::Score(
vector<int>& source_words,
vector<int>& target_words) const {
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vector<int> context = target_words;
int word = context.front();
context.erase(context.begin());
context.insert(context.end(), source_words.begin(), source_words.end());
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float score;
if (persistentCache) {
if (!cache.get()) {
cache.reset(new QueryCache());
}
++totalHits;
NGram query(word, context);
pair<double, bool> ret = cache->get(query);
if (ret.second) {
score = ret.first;
++cacheHits;
} else {
score = model.predict(word, context);
cache->put(query, score);
}
} else {
score = model.predict(word, context);
}
// TODO(pauldb): Return OOV count too.
return score;
}
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int SourceOxLM::getNeuralLMId(const Word& word, bool is_source_word) const {
const Moses::Factor* factor = word.GetFactor(0);
return is_source_word ?
mapper->convertSource(factor) : mapper->convert(factor);
}
void SourceOxLM::loadModel() {
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model.load(m_filePath);
boost::shared_ptr<ModelData> config = model.getConfig();
source_ngrams = 2 * config->source_order - 1;
target_ngrams = config->ngram_order - 1;
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boost::shared_ptr<Vocabulary> vocab = model.getVocab();
mapper = boost::make_shared<OxLMParallelMapper>(vocab);
}
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void SourceOxLM::SetParameter(const string& key, const string& value) {
if (key == "persistent-cache") {
persistentCache = Scan<bool>(value);
} else {
BilingualLM::SetParameter(key, value);
}
}
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void SourceOxLM::InitializeForInput(const InputType& source) {
BilingualLM::InitializeForInput(source);
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if (persistentCache) {
if (!cache.get()) {
cache.reset(new QueryCache());
}
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int sentence_id = source.GetTranslationId();
string cacheFile = m_filePath + "." + to_string(sentence_id) + ".cache.bin";
if (boost::filesystem::exists(cacheFile)) {
ifstream fin(cacheFile);
boost::archive::binary_iarchive iar(fin);
cerr << "Loading n-gram probability cache from " << cacheFile << endl;
iar >> *cache;
cerr << "Done loading " << cache->size()
<< " n-gram probabilities..." << endl;
} else {
cerr << "Cache file not found!" << endl;
}
}
}
void SourceOxLM::CleanUpAfterSentenceProcessing(const InputType& source) {
// Thread safe: the model cache is thread specific.
model.clearCache();
if (persistentCache) {
int sentence_id = source.GetTranslationId();
string cacheFile = m_filePath + "." + to_string(sentence_id) + ".cache.bin";
ofstream fout(cacheFile);
boost::archive::binary_oarchive oar(fout);
cerr << "Saving persistent cache to " << cacheFile << endl;
oar << *cache;
cerr << "Done saving " << cache->size()
<< " n-gram probabilities..." << endl;
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cache->clear();
}
}
} // namespace Moses