######################################################################################################## # The RWKV Language Model - https://github.com/BlinkDL/RWKV-LM ######################################################################################################## class TRIE: __slots__ = tuple("ch,to,values,front".split(",")) to:list values:set def __init__(self, front=None, ch=None): self.ch = ch self.to = [None for ch in range(256)] self.values = set() self.front = front def __repr__(self): fr = self ret = [] while(fr!=None): if(fr.ch!=None): ret.append(fr.ch) fr = fr.front return ""%(ret[::-1], self.values) def add(self, key:bytes, idx:int=0, val=None): if(idx == len(key)): if(val is None): val = key self.values.add(val) return self ch = key[idx] if(self.to[ch] is None): self.to[ch] = TRIE(front=self, ch=ch) return self.to[ch].add(key, idx=idx+1, val=val) def find_longest(self, key:bytes, idx:int=0): u:TRIE = self ch:int = key[idx] while(u.to[ch] is not None): u = u.to[ch] idx += 1 if(u.values): ret = idx, u, u.values if(idx==len(key)): break ch = key[idx] return ret class TRIE_TOKENIZER(): def __init__(self, file_name): self.idx2token = {} sorted = [] # must be already sorted with open(file_name, "r", encoding="utf-8") as f: lines = f.readlines() for l in lines: idx = int(l[:l.index(' ')]) x = eval(l[l.index(' '):l.rindex(' ')]) x = x.encode("utf-8") if isinstance(x, str) else x assert isinstance(x, bytes) assert len(x) == int(l[l.rindex(' '):]) sorted += [x] self.idx2token[idx] = x self.token2idx = {} for k,v in self.idx2token.items(): self.token2idx[v] = int(k) self.root = TRIE() for t, i in self.token2idx.items(): _ = self.root.add(t, val=(t, i)) def encodeBytes(self, src:bytes): idx:int = 0 tokens = [] while (idx < len(src)): _idx:int = idx idx, _, values = self.root.find_longest(src, idx) assert(idx != _idx) _, token = next(iter(values)) tokens.append(token) return tokens def decodeBytes(self, tokens): return b''.join(map(lambda i: self.idx2token[i], tokens)) def encode(self, src): return self.encodeBytes(src.encode("utf-8")) def decode(self, tokens): try: return self.decodeBytes(tokens).decode('utf-8') except: return '\ufffd' # bad utf-8 def printTokens(self, tokens): for i in tokens: s = self.idx2token[i] try: s = s.decode('utf-8') except: pass print(f'{repr(s)}{i}', end=' ') print()