flexitok/bpe_ltr_spa_Latn_4000_v2

Byte-Level BPE Tokenizer: spa_Latn (4K)

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

Training Details

Parameter	Value
Algorithm	Byte-Level BPE
Language	spa_Latn
Target Vocab Size	4,000
Final Vocab Size	5,059
Pre-tokenizer	custom:spa_Latn
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_spa_Latn_4000_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, or, l, d, !, Ġ, 123, 45, ĠTh, is, Ġis, Ġa, Ġt, est, ., Ġ, ã	42, 2841, 14, 930, 275, 78, 70, 3, 223, 5058, 4721, 3182, 353, 1625, 269, 287, 1705, 16, 223, 162