/** * Copyright 2020 Huawei Technologies Co., Ltd * * 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. */ #ifndef MINDSPORE_CCSRC_MINDDATA_DATASET_TEXT_VOCAB_H_ #define MINDSPORE_CCSRC_MINDDATA_DATASET_TEXT_VOCAB_H_ #include #include #include #include #include "minddata/dataset/util/status.h" #ifdef ENABLE_PYTHON #include "pybind11/pybind11.h" #include "pybind11/stl.h" #endif namespace mindspore { namespace dataset { #ifdef ENABLE_PYTHON namespace py = pybind11; #endif using WordIdType = int32_t; using WordType = std::string; class Vocab { public: #ifdef ENABLE_PYTHON // Build a vocab from a python dictionary key is each word ,id needs to start from 2, no duplicate and continuous // @param const py::dict &words - a dictionary containing word, word id pair. // @param std::shared_ptr *vocab - return value, vocab object // @return error code static Status BuildFromPyDict(const py::dict &words, std::shared_ptr *vocab); // Build a vocab from a python list, id will be assigned automatically, start from 2 // @param const py::list &words - a list of string, used to build vocab, id starts from 2 // @param std::shared_ptr *vocab - return value, vocab object // @return error code static Status BuildFromPyList(const py::list &words, const py::list &special_tokens, bool prepend_special, std::shared_ptr *vocab); // Build a vocab from reading a vocab file, id are automatically assigned, start from 2 // @param std::string &path - path to vocab file , each line is assumed to contain 1 word // @param std::string &delimiter - delimiter to break each line with // @param int32_t vocab_size - number of words to read from file // @param std::shared_ptr *vocab - return value, vocab object // @return error code static Status BuildFromFile(const std::string &path, const std::string &delimiter, int32_t vocab_size, const py::list &special_tokens, bool prepend_special, std::shared_ptr *vocab); #endif /// \brief Build a vocab from a c++ map. id needs to start from 2, no duplicate and continuous /// \param[in] words An unordered_map containing word, word id pair. /// \param[out] vocab A vocab object /// \return Error code static Status BuildFromUnorderedMap(const std::unordered_map &words, std::shared_ptr *vocab); /// \brief Build a vocab from a c++ vector. id needs to start from 2, no duplicate and continuous /// \param[in] words A vector of string, used to build vocab, id starts from 2 /// \param[in] special_tokens A vector of string contain special tokens /// \param[in] prepend_special Whether special_tokens will be prepended/appended to vocab /// \param[out] vocab A vocab object /// \return Error code static Status BuildFromVector(const std::vector &words, const std::vector &special_tokens, bool prepend_special, std::shared_ptr *vocab); /// \brief Build a vocab from reading a vocab file, id are automatically assigned, start from 2 /// \param[in] path Path to vocab file , each line is assumed to contain 1 word /// \param[in] delimiter Delimiter to break each line with /// \param[in] vocab_size Number of words to read from file /// \param[in] special_tokens A vector of string contain special tokens /// \param[in] prepend_special Whether special_tokens will be prepended/appended to vocab /// \param[out] vocab A vocab object /// \return Error code static Status BuildFromFileCpp(const std::string &path, const std::string &delimiter, int32_t vocab_size, const std::vector &special_tokens, bool prepend_special, std::shared_ptr *vocab); // Lookup the id of a word, if word doesn't exist in vocab, return default_id // @param const WordType word - word to look up // @param WordIdType default_id - word id to return to user when its not in the vocab // @return WordIdType, word_id WordIdType Lookup(const WordType &word) const; // constructor, shouldn't be called directly, can't be private due to std::make_unique() // @param std::unordered_map map - sanitized word2id map explicit Vocab(std::unordered_map map); Vocab() = default; // add one word to vocab, increment it's index automatically // @param std::string & word - word to be added will skip if word already exists void append_word(const std::string &word); // return a read-only vocab const std::unordered_map vocab() { return word2id_; } // destructor ~Vocab() = default; static const WordIdType kNoTokenExists; private: std::unordered_map word2id_; }; } // namespace dataset } // namespace mindspore #endif // MINDSPORE_CCSRC_MINDDATA_DATASET_TEXT_VOCAB_H_