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| # 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 | |
| class ByteBpeConfig(FairseqDataclass): | |
| sentencepiece_model_path: str = field( | |
| default="???", metadata={"help": "path to sentencepiece model"} | |
| ) | |
| 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)) | |
| def decode(x: str) -> str: | |
| unescaped = x.replace(SPACE, "").replace(SPACE_ESCAPE, SPACE) | |
| return smart_byte_decode(unescaped) | |