# Copyright (c) Facebook, Inc. and its affiliates. # # This source code is licensed under the MIT license found in the # LICENSE file in the root directory of this source tree. from dataclasses import dataclass, field from fairseq import file_utils from fairseq.data.encoders import register_bpe from fairseq.data.encoders.byte_utils import ( SPACE, SPACE_ESCAPE, byte_encode, smart_byte_decode, ) from fairseq.dataclass import FairseqDataclass @dataclass class ByteBpeConfig(FairseqDataclass): sentencepiece_model_path: str = field( default="???", metadata={"help": "path to sentencepiece model"} ) @register_bpe("byte_bpe", dataclass=ByteBpeConfig) class ByteBPE(object): def __init__(self, cfg): vocab = file_utils.cached_path(cfg.sentencepiece_model_path) try: import sentencepiece as spm self.sp = spm.SentencePieceProcessor() self.sp.Load(vocab) except ImportError: raise ImportError( "Please install sentencepiece with: pip install sentencepiece" ) def encode(self, x: str) -> str: byte_encoded = byte_encode(x) return SPACE.join(self.sp.EncodeAsPieces(byte_encoded)) @staticmethod def decode(x: str) -> str: unescaped = x.replace(SPACE, "").replace(SPACE_ESCAPE, SPACE) return smart_byte_decode(unescaped)