| #ifndef LM_NGRAM_QUERY_H |
| #define LM_NGRAM_QUERY_H |
| |
| #include "lm/enumerate_vocab.hh" |
| #include "lm/model.hh" |
| #include "util/file_piece.hh" |
| #include "util/usage.hh" |
| |
| #include <cstdlib> |
| #include <iostream> |
| #include <ostream> |
| #include <istream> |
| #include <string> |
| |
| #include <math.h> |
| |
| namespace lm { |
| namespace ngram { |
| |
| struct BasicPrint { |
| void Word(StringPiece, WordIndex, const FullScoreReturn &) const {} |
| void Line(uint64_t oov, float total) const { |
| std::cout << "Total: " << total << " OOV: " << oov << '\n'; |
| } |
| void Summary(double, double, uint64_t, uint64_t) {} |
| |
| }; |
| |
| struct FullPrint : public BasicPrint { |
| void Word(StringPiece surface, WordIndex vocab, const FullScoreReturn &ret) const { |
| std::cout << surface << '=' << vocab << ' ' << static_cast<unsigned int>(ret.ngram_length) << ' ' << ret.prob << '\t'; |
| } |
| |
| void Summary(double ppl_including_oov, double ppl_excluding_oov, uint64_t corpus_oov, uint64_t corpus_tokens) { |
| std::cout << |
| "Perplexity including OOVs:\t" << ppl_including_oov << "\n" |
| "Perplexity excluding OOVs:\t" << ppl_excluding_oov << "\n" |
| "OOVs:\t" << corpus_oov << "\n" |
| "Tokens:\t" << corpus_tokens << '\n' |
| ; |
| } |
| }; |
| |
| template <class Model, class Printer> void Query(const Model &model, bool sentence_context) { |
| Printer printer; |
| typename Model::State state, out; |
| lm::FullScoreReturn ret; |
| StringPiece word; |
| |
| util::FilePiece in(0); |
| |
| double corpus_total = 0.0; |
| double corpus_total_oov_only = 0.0; |
| uint64_t corpus_oov = 0; |
| uint64_t corpus_tokens = 0; |
| |
| while (true) { |
| state = sentence_context ? model.BeginSentenceState() : model.NullContextState(); |
| float total = 0.0; |
| uint64_t oov = 0; |
| |
| while (in.ReadWordSameLine(word)) { |
| lm::WordIndex vocab = model.GetVocabulary().Index(word); |
| ret = model.FullScore(state, vocab, out); |
| if (vocab == model.GetVocabulary().NotFound()) { |
| ++oov; |
| corpus_total_oov_only += ret.prob; |
| } |
| total += ret.prob; |
| printer.Word(word, vocab, ret); |
| ++corpus_tokens; |
| state = out; |
| } |
| // If people don't have a newline after their last query, this won't add a </s>. |
| // Sue me. |
| try { |
| UTIL_THROW_IF('\n' != in.get(), util::Exception, "FilePiece is confused."); |
| } catch (const util::EndOfFileException &e) { break; } |
| if (sentence_context) { |
| ret = model.FullScore(state, model.GetVocabulary().EndSentence(), out); |
| total += ret.prob; |
| ++corpus_tokens; |
| printer.Word("</s>", model.GetVocabulary().EndSentence(), ret); |
| } |
| printer.Line(oov, total); |
| corpus_total += total; |
| corpus_oov += oov; |
| } |
| printer.Summary( |
| pow(10.0, -(corpus_total / static_cast<double>(corpus_tokens))), // PPL including OOVs |
| pow(10.0, -((corpus_total - corpus_total_oov_only) / static_cast<double>(corpus_tokens - corpus_oov))), // PPL excluding OOVs |
| corpus_oov, |
| corpus_tokens); |
| } |
| |
| template <class Model> void Query(const char *file, const Config &config, bool sentence_context, bool show_words) { |
| Model model(file, config); |
| if (show_words) { |
| Query<Model, FullPrint>(model, sentence_context); |
| } else { |
| Query<Model, BasicPrint>(model, sentence_context); |
| } |
| } |
| |
| } // namespace ngram |
| } // namespace lm |
| |
| #endif // LM_NGRAM_QUERY_H |
| |
| |