import json, unicodedata from pathlib import Path BYTE_BASE=0; BYTE_COUNT=256 def normalize_text(s:str)->str: s=unicodedata.normalize('NFC',s) return ''.join((' ' if (ord(c)<32 and c not in '\n\t') else c) for c in s).strip() class HybridTokenizer: def __init__(self, chars): self.chars=list(chars); self.char_to_id={c:256+i for i,c in enumerate(self.chars)} s=256+len(self.chars); self.PAD=s; self.BOS=s+1; self.USER=s+2; self.ASSIST=s+3; self.EOS=s+4; self.vocab_size=s+5 @classmethod def load(cls,path): return cls(json.loads(Path(path).read_text(encoding='utf-8'))['chars']) def encode_text(self,s): out=[] for c in normalize_text(s): if c in self.char_to_id: out.append(self.char_to_id[c]) else: out.extend(c.encode('utf-8','strict')) return out def encode_user(self,s): return [self.BOS,self.USER,*self.encode_text(s),self.ASSIST] def encode_example(self,prompt,answer,max_seq_len=128): p=self.encode_text(prompt); a=self.encode_text(answer) seq=[self.BOS,self.USER,*p,self.ASSIST,*a,self.EOS] if len(seq)>max_seq_len: excess=len(seq)-max_seq_len; p=p[min(excess,len(p)):] seq=[self.BOS,self.USER,*p,self.ASSIST,*a,self.EOS] if len(seq)>max_seq_len: a=a[:max(1,max_seq_len-(4+len(p)))] seq=[self.BOS,self.USER,*p,self.ASSIST,*a,self.EOS] return seq def token_bytes(self,tok): if 0<=tok<256: return bytes([tok]) i=tok-256 if 0<=i