// Copyright 2016 Google Inc. // // Licensed under the Apache License, Version 2.0 (the "License"); // you may not use this file except in compliance with the License. // You may obtain a copy of the License at // // http://www.apache.org/licenses/LICENSE-2.0 // // Unless required by applicable law or agreed to in writing, software // distributed under the License is distributed on an "AS IS" BASIS, // WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. // See the License for the specific language governing permissions and // limitations under the License.! #include #include "char_model.h" #include "char_model_trainer.h" #include "util.h" namespace sentencepiece { namespace character { util::Status Trainer::Train() { RETURN_IF_ERROR(status()); CHECK_OR_RETURN(normalizer_spec_.escape_whitespaces()); CHECK_EQ_OR_RETURN(TrainerSpec::CHAR, trainer_spec_.model_type()); RETURN_IF_ERROR(LoadSentences()); const int vocab_size = trainer_spec_.vocab_size() - meta_pieces_.size(); CHECK_GE_OR_RETURN(vocab_size, 0); uint64 sum = 0; for (const auto &it : required_chars_) { sum += it.second; } const auto logsum = std::log(static_cast(sum)); CHECK_OR_RETURN(final_pieces_.empty()); for (const auto &it : Sorted(required_chars_)) { if (!trainer_spec_.use_all_vocab() && final_pieces_.size() == static_cast(vocab_size)) { break; } final_pieces_.emplace_back( string_util::UnicodeCharToUTF8(it.first), std::log(static_cast(it.second)) - logsum); } if (trainer_spec_.use_all_vocab()) { trainer_spec_.set_vocab_size(final_pieces_.size() + meta_pieces_.size()); } return Save(); } } // namespace character } // namespace sentencepiece