50 lines
1.6 KiB
Python
50 lines
1.6 KiB
Python
# Copyright (c) Facebook, Inc. and its affiliates.
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#
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# This source code is licensed under the MIT license found in the
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# LICENSE file in the root directory of this source tree.
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from dataclasses import dataclass, field
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from fairseq.data.encoders import register_tokenizer
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from fairseq.dataclass import FairseqDataclass
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@dataclass
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class MosesTokenizerConfig(FairseqDataclass):
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source_lang: str = field(default="en", metadata={"help": "source language"})
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target_lang: str = field(default="en", metadata={"help": "target language"})
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moses_no_dash_splits: bool = field(
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default=False, metadata={"help": "don't apply dash split rules"}
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)
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moses_no_escape: bool = field(
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default=False,
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metadata={"help": "don't perform HTML escaping on apostrophe, quotes, etc."},
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)
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@register_tokenizer("moses", dataclass=MosesTokenizerConfig)
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class MosesTokenizer(object):
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def __init__(self, cfg: MosesTokenizerConfig):
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self.cfg = cfg
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try:
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from sacremoses import MosesTokenizer, MosesDetokenizer
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self.tok = MosesTokenizer(cfg.source_lang)
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self.detok = MosesDetokenizer(cfg.target_lang)
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except ImportError:
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raise ImportError(
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"Please install Moses tokenizer with: pip install sacremoses"
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)
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def encode(self, x: str) -> str:
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return self.tok.tokenize(
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x,
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aggressive_dash_splits=(not self.cfg.moses_no_dash_splits),
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return_str=True,
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escape=(not self.cfg.moses_no_escape),
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)
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def decode(self, x: str) -> str:
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return self.detok.detokenize(x.split())
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