flexitok/bpe_ltr_cmn_Hani_32000_v2

Byte-Level BPE Tokenizer: cmn_Hani (32K)

A Byte-Level BPE tokenizer trained on cmn_Hani data from Fineweb-2-HQ.

Training Details

Parameter	Value
Algorithm	Byte-Level BPE
Language	cmn_Hani
Target Vocab Size	32,000
Final Vocab Size	34,107
Pre-tokenizer	custom:cmn_Hani
Number handling	ltr_3digit
Contraction handling	True
Normalizer	NFC
Special Tokens	<s>, </s>, <pad>, <unk>
Training Shards	2

Usage

from transformers import AutoTokenizer

tokenizer = AutoTokenizer.from_pretrained("flexitok/bpe_ltr_cmn_Hani_32000_v2")
tokens = tokenizer.encode("Hello, world!")

Files

• tokenizer.json — Full HuggingFace tokenizer
• vocab.json — Vocabulary mapping
• merges.txt — BPE merge rules

Sample Encoding

Text	Tokens	Token IDs
Hello, world! 12345 This is a test. こんにちは	H, ello, ,, Ġw, orld, !, Ġ, 123, 45, ĠTh, is, Ġis, Ġa, Ġtest, ., Ġ, ãģ, ĵ, ãĤ, ĵ	42, 17591, 14, 2927, 10693, 3, 223, 12071, 3557, 9838, 1476, 6231, 3791, 31902, 16, 223, 3577, 244, 5098, 244