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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) | |