""" 最简单的tokenizer """ import json from tokenizers import Tokenizer tokenizer = Tokenizer.from_file("20B_tokenizer.json") print("vocab_size with added_tokens:", tokenizer.get_vocab_size(with_added_tokens=True)) print("vocab_size without added_tokens:", tokenizer.get_vocab_size(with_added_tokens=False)) vocab = tokenizer.get_vocab() def to_unicode(text): return ''.join(r'\u{:04X}'.format(ord(chr)) for chr in text) def is_UTF_8(str): remain = 0 # 剩余byte数 for x in range(len(str)): if remain == 0: if (ord(str[x]) & 0x80) == 0x00: remain = 0 elif (ord(str[x]) & 0xE0) == 0xC0: remain = 1 elif (ord(str[x]) & 0xF0) == 0xE0: remain = 2 elif (ord(str[x]) & 0xF8) == 0xF0: remain = 3 else: return False else: if not ((ord(str[x]) & 0xC0) == 0x80): return False remain = remain - 1 if remain == 0: # 最后如果remain不等于零,可能没有匹配完整 return True else: return False def test_reverse(): f_out = open("reverse.jsonl", "w", encoding="utf-8") for token_id in range(tokenizer.get_vocab_size(with_added_tokens=False)): token = tokenizer.id_to_token(token_id) print(token_id, is_UTF_8(token)) if "Ġ" in token: continue encoding = tokenizer.encode(token) if len(encoding.ids) > 1 or encoding.ids[0] != token_id: f_out.write(json.dumps({"id": token_id, "token": token, "encoding": encoding.ids, "is_utf8": is_UTF_8(token), "isalpha": token.isalpha()}) + "\n") def test_single_token(): """ 单个字符的编码(一个字符可能会编码成多个id) """ for word in "发大厦三分赛中国解决方法黑白侗鸩,。!?;ĠABC": encoding = tokenizer.encode(word) for token_id in encoding.ids: decode_str = tokenizer.decode([token_id]) # 特殊字符解码后会统一变成 �,对应 "\ufffd" token = tokenizer.id_to_token(token_id) print(word, token_id, decode_str, json.dumps(decode_str), token, json.dumps(token), token.encode("utf-8"), bytes(token, "utf-8"), to_unicode(token)) def test_long_token(): """ """ words = [ "//----------------------------------------------------------------", # 代码里有 "--------------------------", "-------------------------", "-----------------------", ] for word in words: encoding = tokenizer.encode(word) for token_id in encoding.ids: decode_str = tokenizer.decode([token_id]) # token = tokenizer.id_to_token(token_id) print(word, token_id, decode_str, json.dumps(decode_str), token, json.dumps(token)) def test_encode(): text = "中国解决方法黑白侗鸩,。!?;一个人去哪里 一 个" encoding = tokenizer.encode(text) for token_id in encoding.ids: decode_str = tokenizer.decode([token_id]) # 特殊字符解码后会统一变成 �,对应 "\ufffd" token = tokenizer.id_to_token(token_id) print(token_id, decode_str, json.dumps(decode_str), token, json.dumps(token)) test_reverse() # test_single_token() # test_long_token() # test_encode()