# Copyright (c) 2020 PaddlePaddle Authors. All Rights Reserved. # # 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. from typing import Dict, Iterable, List from collections import OrderedDict __all__ = ["Vocab"] class Vocab(object): """ Vocabulary. Parameters ----------- symbols: Iterable[str] Common symbols. padding_symbol: str, optional Symbol for pad. Defaults to "". unk_symbol: str, optional Symbol for unknow. Defaults to "" start_symbol: str, optional Symbol for start. Defaults to "" end_symbol: str, optional Symbol for end. Defaults to "" """ def __init__(self, symbols: Iterable[str], padding_symbol="", unk_symbol="", start_symbol="", end_symbol=""): self.special_symbols = OrderedDict() for i, item in enumerate( [padding_symbol, unk_symbol, start_symbol, end_symbol]): if item: self.special_symbols[item] = len(self.special_symbols) self.padding_symbol = padding_symbol self.unk_symbol = unk_symbol self.start_symbol = start_symbol self.end_symbol = end_symbol self.stoi = OrderedDict() self.stoi.update(self.special_symbols) for i, s in enumerate(symbols): if s not in self.stoi: self.stoi[s] = len(self.stoi) self.itos = {v: k for k, v in self.stoi.items()} def __len__(self): return len(self.stoi) @property def num_specials(self): """ The number of special symbols. """ return len(self.special_symbols) # special tokens @property def padding_index(self): """ The index of padding symbol """ return self.stoi.get(self.padding_symbol, -1) @property def unk_index(self): """The index of unknow symbol. """ return self.stoi.get(self.unk_symbol, -1) @property def start_index(self): """The index of start symbol. """ return self.stoi.get(self.start_symbol, -1) @property def end_index(self): """ The index of end symbol. """ return self.stoi.get(self.end_symbol, -1) def __repr__(self): fmt = "Vocab(size: {},\nstoi:\n{})" return fmt.format(len(self), self.stoi) def __str__(self): return self.__repr__() def lookup(self, symbol): """ The index that symbol correspond. """ return self.stoi[symbol] def reverse(self, index): """ The symbol thar index cottespond. """ return self.itos[index] def add_symbol(self, symbol): """ Add a new symbol in vocab. """ if symbol in self.stoi: return N = len(self.stoi) self.stoi[symbol] = N self.itos[N] = symbol def add_symbols(self, symbols): """ Add multiple symbols in vocab. """ for symbol in symbols: self.add_symbol(symbol)