import json,os special = [] def bytes_to_unicode(): """ Returns list of utf-8 byte and a corresponding list of unicode strings. The reversible bpe codes work on unicode strings. This means you need a large # of unicode characters in your vocab if you want to avoid UNKs. When you're at something like a 10B token dataset you end up needing around 5K for decent coverage. This is a signficant percentage of your normal, say, 32K bpe vocab. To avoid that, we want lookup tables between utf-8 bytes and unicode strings. And avoids mapping to whitespace/control characters the bpe code barfs on. """ bs = list(range(ord("!"), ord("~")+1))+list(range(ord("¡"), ord("¬")+1))+list(range(ord("®"), ord("ÿ")+1)) global special special = bs cs = bs[:] n = 0 for b in range(2**8): if b not in bs: bs.append(b) cs.append(2**8+n) n += 1 cs = [chr(n) for n in cs] return dict(zip(bs, cs)) def get_code_points(string): code_points = [] for char in string: if ord(char) <= 255: if ord(char) in special: code_points.append(char) else: t = ("\\u" + format(ord(char+255), "04x")) code_points.append(t.decode('utf-8','ignore')) else: code_points.append("\\u" + format(ord(char), "04x")) return "".join(code_points) import unicodedata def remove_nonprintable_characters(input_string): cleaned_string = ''.join( c for c in input_string if unicodedata.category(c)[0] != 'C' ) return cleaned_string byte_encoder = bytes_to_unicode() byte_decoder = {v:k for k, v in byte_encoder.items()} sortedbd = sorted(byte_decoder.items(), key=lambda kv: kv[1]) tr = "{" for i in sortedbd: tr += "\""+i[0]+"\"," tr += "}" print(tr) with open((os.path.dirname(os.path.realpath(__file__))+"/") + "rwkv_world_vocab.txt", "r", encoding="utf-8") as f: list = f.readlines() s = "" with open("rwkv_world_vocab.embd", "w", encoding="utf-8") as f2: nn = 0 for l in list: idx = int(l[:l.index(' ')]) x = eval(l[l.index(' '):l.rindex(' ')]) x = x.encode("utf-8") if isinstance(x, str) else x #dec = str(remove_nonprintable_characters(x.decode('ansi','ignore'))) # print(str(x)) s += x.hex() +"\n" f2.write(s) print("OK")