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Tokenizer.py
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Tokenizer.py
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import sys
import os
from tokenizers import Tokenizer as TokenizerFast
from logging import getLogger
from typing import List
sys.path.append(os.path.dirname(os.path.realpath(__file__)) + "/../..")
from ModelUtils import __Tokenizer__
logger = getLogger()
class Tokenizer(__Tokenizer__):
def __init__(self, model_path: str):
# reload tokenizer
assert os.path.isfile(model_path), model_path
self.sp_model = TokenizerFast.from_file(model_path)
self.bos_token = "<|endoftext|>"
self.eos_token = "<|endoftext|>"
self.pad_token = "<|endoftext|>"
# BOS / EOS token IDs
self.n_words: int = self.sp_model.get_vocab_size()
self.bos_id: int = self.sp_model.token_to_id(self.bos_token)
self.eos_id: int = self.sp_model.token_to_id(self.eos_token)
self.pad_id: int = self.sp_model.token_to_id(self.pad_token)
def encode(self, s: str, bos: bool, eos: bool) -> List[int]:
assert type(s) is str
t = self.sp_model.encode(s).ids
if bos:
t = [self.bos_id] + t
if eos:
t = t + [self.eos_id]
return t
def decode(self, t: List[int]) -> str:
return self.sp_model.decode(t)
def vocab_size(self):
return self.n_words
def get_bos_id(self):
return self.bos_id
def get_eos_id(self):
return self.eos_id
def get_pad_id(self):
return self.pad_id