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README.md

@@ -0,0 +1,54 @@
+---
+license: mit
+language:
+- ita
+
+tags:
+- tokenizer
+- bpe
+- flexitok
+- fineweb2
+---
+
+# Byte-Level BPE Tokenizer: ['ita_Latn'] (0K)
+
+A **Byte-Level BPE** tokenizer trained on **['ita_Latn']** data from Fineweb-2-HQ.
+
+## Training Details
+
+| Parameter | Value |
+|-----------|-------|
+| Algorithm | Byte-Level BPE |
+| Language | `['ita_Latn']` |
+| Target Vocab Size | 360 |
+| Final Vocab Size | 360 |
+| Pre-tokenizer | custom:addition |
+| Number handling | ltr_3digit |
+| Contraction handling | False |
+| Normalizer | NFC |
+| Special Tokens | `<s>`, `</s>`, `<pad>`, `<unk>` |
+| Training Shards | 2 |
+
+## Usage
+
+```python
+from transformers import AutoTokenizer
+
+tokenizer = AutoTokenizer.from_pretrained("flexitok/maddition_ita_Latn_360")
+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 |
+|------|--------|-----------|
+| `yirmi iki+dokuz=otuz bir\ntwenty two+nine=thirty one` | `y, i, r, m, i, Ġ, i, k, i, +, do, k, u, z, =, o, t, u, z, Ġ` | `91, 75, 84, 79, 75, 223, 75, 77, 75, 13, 330, 77, 87, 92, 31, 81, 86, 87, 92, 223` |
+
+Command used to create this tokenizer:
+```bash
+['/home/gsa/tokenizers2/flexitok/tokenizer_training/train_tokenizers.py', 'algorithm=bpe', 'vocab_size=360', 'langs=[ita_Latn]', 'data_dir=/scratch/gsa/data/multilingual-addition/', 'output_dir=/scratch/gsa/trained_tokenizers/multilingual_addition', 'pretokenizer=custom:addition', 'number_handling=ltr_3digit', 'add_numbers=false', 'handle_contractions=false', 'unicode_normalization=nfc', 'use_byte_level_regex=false', 'byte_fallback=false', 'strip_zero_width=false', 'cjk_char_split=false', 'add_cjk_chars=false', 'max_lines=-1', 'test_string=yirmi iki+dokuz=otuz bir\\ntwenty two+nine=thirty one', 'hf.publish_to_hf=true', 'hf_repo_prefix=flexitok/', 'hf.hf_repo_id=flexitok/maddition_ita_Latn_360', 'hf.collections=[flexitok/multilingual_addition_tokenizers]']

merges.txt

@@ -0,0 +1,102 @@
+#version: 0.2
+['n', 't']
+['e', 'nt']
+['ent', 'o']
+['c', 'ento']
+['t', 't']
+['a', 'nt']
+['q', 'u']
+['s', 'e']
+['e', 'cento']
+['ant', 'a']
+['n', 'o']
+['c', 'i']
+['t', 'r']
+['qu', 'a']
+['se', 'tt']
+['no', 'v']
+['n', 'qu']
+['ci', 'nqu']
+['tt', 'o']
+['r', 'o']
+['d', 'u']
+['tt', 'ro']
+['se', 'i']
+['qua', 'ttro']
+['o', 'tto']
+['i', 'l']
+['m', 'il']
+['mil', 'l']
+['mill', 'e']
+['d', 'i']
+['s', 's']
+['se', 'ss']
+['tr', 'ecento']
+['qua', 'r']
+['sett', 'e']
+['sett', 'ecento']
+['nov', 'e']
+['nov', 'ecento']
+['cinqu', 'ecento']
+['du', 'ecento']
+['sei', 'cento']
+['quattro', 'cento']
+['otto', 'cento']
+['u', 'no']
+['v', 'ent']
+['tr', 'ent']
+['cinqu', 'e']
+['du', 'e']
+['di', 'ci']
+['tt', 'anta']
+['sett', 'anta']
+['nov', 'anta']
+['cinqu', 'anta']
+['sess', 'anta']
+['quar', 'anta']
+['vent', 'i']
+['trent', 'a']
+['tr', 'e']
+['ant', 'otto']
+['ant', 'uno']
+['mill', 'ecento']
+['mille', 'duecento']
+['Ã', '©']
+['tr', 'é']
+['mille', 'trecento']
+['n', 'dici']
+['ento', 'tto']
+['dici', 'a']
+['mille', 'quattrocento']
+['mille', 'cinquecento']
+['mille', 'seicento']
+['d', 'o']
+['e', 'ci']
+['i', 'ndici']
+['n', 'nove']
+['r', 'dici']
+['s', 'sette']
+['u', 'ndici']
+['v', 'entotto']
+['tt', 'antotto']
+['tt', 'antuno']
+['qu', 'indici']
+['se', 'dici']
+['tr', 'entotto']
+['qua', 'tto']
+['sett', 'antotto']
+['sett', 'antuno']
+['nov', 'antotto']
+['nov', 'antuno']
+['cinqu', 'antotto']
+['cinqu', 'antuno']
+['di', 'eci']
+['sess', 'antotto']
+['sess', 'antuno']
+['quar', 'antotto']
+['quar', 'antuno']
+['vent', 'uno']
+['trent', 'uno']
+['ttanta', 'sei']
+['ttanta', 'quattro']
+['ttanta', 'sette']

special_tokens_map.json

@@ -0,0 +1,5 @@
+{
+  "bos_token": "<s>",
+  "eos_token": "</s>",
+  "pad_token": "<pad>"
+}

tokenizer.json

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+{
+  "version": "1.0",
+  "truncation": null,
+  "padding": null,
+  "added_tokens": [
+    {
+      "id": 0,
+      "content": "<s>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    {
+      "id": 1,
+      "content": "</s>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    {
+      "id": 2,
+      "content": "<pad>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    }
+  ],
+  "normalizer": {
+    "type": "NFC"
+  },
+  "pre_tokenizer": {
+    "type": "Sequence",
+    "pretokenizers": [
+      {
+        "type": "Split",
+        "pattern": {
+          "Regex": "[+=]|[^\\S\\r\\n]*[\\n\\r]+|[^\\S\\r\\n]+"
+        },
+        "behavior": "Isolated",
+        "invert": false
+      },
+      {
+        "type": "Split",
+        "pattern": {
+          "Regex": "\\p{N}{1,3}"
+        },
+        "behavior": "Isolated",
+        "invert": false
+      },
+      {
+        "type": "ByteLevel",
+        "add_prefix_space": false,
+        "trim_offsets": true,
+        "use_regex": false
+      }
+    ]
+  },
+  "post_processor": null,
+  "decoder": {
+    "type": "ByteLevel",
+    "add_prefix_space": true,
+    "trim_offsets": true,
+    "use_regex": true
+  },
+  "model": {
+    "type": "BPE",
+    "dropout": null,
+    "unk_token": null,
+    "continuing_subword_prefix": null,
+    "end_of_word_suffix": null,
+    "fuse_unk": false,
+    "byte_fallback": false,
+    "ignore_merges": false,
+    "vocab": {
+      "<s>": 0,
+      "</s>": 1,
+      "<pad>": 2,
+      "!": 3,
+      "\"": 4,
+      "#": 5,
+      "$": 6,
+      "%": 7,
+      "&": 8,
+      "'": 9,
+      "(": 10,
+      ")": 11,
+      "*": 12,
+      "+": 13,
+      ",": 14,
+      "-": 15,
+      ".": 16,
+      "/": 17,
+      "0": 18,
+      "1": 19,
+      "2": 20,
+      "3": 21,
+      "4": 22,
+      "5": 23,
+      "6": 24,
+      "7": 25,
+      "8": 26,
+      "9": 27,
+      ":": 28,
+      ";": 29,
+      "<": 30,
+      "=": 31,
+      ">": 32,
+      "?": 33,
+      "@": 34,
+      "A": 35,
+      "B": 36,
+      "C": 37,
+      "D": 38,
+      "E": 39,
+      "F": 40,
+      "G": 41,
+      "H": 42,
+      "I": 43,
+      "J": 44,
+      "K": 45,
+      "L": 46,
+      "M": 47,
+      "N": 48,
+      "O": 49,
+      "P": 50,
+      "Q": 51,
+      "R": 52,
+      "S": 53,
+      "T": 54,
+      "U": 55,
+      "V": 56,
+      "W": 57,
+      "X": 58,
+      "Y": 59,
+      "Z": 60,
+      "[": 61,
+      "\\": 62,
+      "]": 63,
+      "^": 64,
+      "_": 65,
+      "`": 66,
+      "a": 67,
+      "b": 68,
+      "c": 69,
+      "d": 70,
+      "e": 71,
+      "f": 72,
+      "g": 73,
+      "h": 74,
+      "i": 75,
+      "j": 76,
+      "k": 77,
+      "l": 78,
+      "m": 79,
+      "n": 80,
+      "o": 81,
+      "p": 82,
+      "q": 83,
+      "r": 84,
+      "s": 85,
+      "t": 86,
+      "u": 87,
+      "v": 88,
+      "w": 89,
+      "x": 90,
+      "y": 91,
+      "z": 92,
+      "{": 93,
+      "|": 94,
+      "}": 95,
+      "~": 96,
+      "¡": 97,
+      "¢": 98,
+      "£": 99,
+      "¤": 100,
+      "¥": 101,
+      "¦": 102,
+      "§": 103,
+      "¨": 104,
+      "©": 105,
+      "ª": 106,
+      "«": 107,
+      "¬": 108,
+      "®": 109,
+      "¯": 110,
+      "°": 111,
+      "±": 112,
+      "²": 113,
+      "³": 114,
+      "´": 115,
+      "µ": 116,
+      "¶": 117,
+      "·": 118,
+      "¸": 119,
+      "¹": 120,
+      "º": 121,
+      "»": 122,
+      "¼": 123,
+      "½": 124,
+      "¾": 125,
+      "¿": 126,
+      "À": 127,
+      "Á": 128,
+      "Â": 129,
+      "Ã": 130,
+      "Ä": 131,
+      "Å": 132,
+      "Æ": 133,
+      "Ç": 134,
+      "È": 135,
+      "É": 136,
+      "Ê": 137,
+      "Ë": 138,
+      "Ì": 139,
+      "Í": 140,
+      "Î": 141,
+      "Ï": 142,
+      "Ð": 143,
+      "Ñ": 144,
+      "Ò": 145,
+      "Ó": 146,
+      "Ô": 147,
+      "Õ": 148,
+      "Ö": 149,
+      "×": 150,
+      "Ø": 151,
+      "Ù": 152,
+      "Ú": 153,
+      "Û": 154,
+      "Ü": 155,
+      "Ý": 156,
+      "Þ": 157,
+      "ß": 158,
+      "à": 159,
+      "á": 160,
+      "â": 161,
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+      "ä": 163,
+      "å": 164,
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+      "ë": 170,
+      "ì": 171,
+      "í": 172,
+      "î": 173,
+      "ï": 174,
+      "ð": 175,
+      "ñ": 176,
+      "ò": 177,
+      "ó": 178,
+      "ô": 179,
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+      "ø": 183,
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+      "ú": 185,
+      "û": 186,
+      "ü": 187,
+      "ý": 188,
+      "þ": 189,
+      "ÿ": 190,
+      "Ā": 191,
+      "ā": 192,
+      "Ă": 193,
+      "ă": 194,
+      "Ą": 195,
+      "ą": 196,
+      "Ć": 197,
+      "ć": 198,
+      "Ĉ": 199,
+      "ĉ": 200,
+      "Ċ": 201,
+      "ċ": 202,
+      "Č": 203,
+      "č": 204,
+      "Ď": 205,
+      "ď": 206,
+      "Đ": 207,
+      "đ": 208,
+      "Ē": 209,
+      "ē": 210,
+      "Ĕ": 211,
+      "ĕ": 212,
+      "Ė": 213,
+      "ė": 214,
+      "Ę": 215,
+      "ę": 216,
+      "Ě": 217,
+      "ě": 218,
+      "Ĝ": 219,
+      "ĝ": 220,
+      "Ğ": 221,
+      "ğ": 222,
+      "Ġ": 223,
+      "ġ": 224,
+      "Ģ": 225,
+      "ģ": 226,
+      "Ĥ": 227,
+      "ĥ": 228,
+      "Ħ": 229,
+      "ħ": 230,
+      "Ĩ": 231,
+      "ĩ": 232,
+      "Ī": 233,
+      "ī": 234,
+      "Ĭ": 235,
+      "ĭ": 236,
+      "Į": 237,
+      "į": 238,
+      "İ": 239,
+      "ı": 240,
+      "IJ": 241,
+      "ij": 242,
+      "Ĵ": 243,
+      "ĵ": 244,
+      "Ķ": 245,
+      "ķ": 246,
+      "ĸ": 247,
+      "Ĺ": 248,
+      "ĺ": 249,
+      "Ļ": 250,
+      "ļ": 251,
+      "Ľ": 252,
+      "ľ": 253,
+      "Ŀ": 254,
+      "ŀ": 255,
+      "Ł": 256,
+      "ł": 257,
+      "Ń": 258,
+      "nt": 259,
+      "ent": 260,
+      "ento": 261,
+      "cento": 262,
+      "tt": 263,
+      "ant": 264,
+      "qu": 265,
+      "se": 266,
+      "ecento": 267,
+      "anta": 268,
+      "no": 269,
+      "ci": 270,
+      "tr": 271,
+      "qua": 272,
+      "sett": 273,
+      "nov": 274,
+      "nqu": 275,
+      "cinqu": 276,
+      "tto": 277,
+      "ro": 278,
+      "du": 279,
+      "ttro": 280,
+      "sei": 281,
+      "quattro": 282,
+      "otto": 283,
+      "il": 284,
+      "mil": 285,
+      "mill": 286,
+      "mille": 287,
+      "di": 288,
+      "ss": 289,
+      "sess": 290,
+      "trecento": 291,
+      "quar": 292,
+      "sette": 293,
+      "settecento": 294,
+      "nove": 295,
+      "novecento": 296,
+      "cinquecento": 297,
+      "duecento": 298,
+      "seicento": 299,
+      "quattrocento": 300,
+      "ottocento": 301,
+      "uno": 302,
+      "vent": 303,
+      "trent": 304,
+      "cinque": 305,
+      "due": 306,
+      "dici": 307,
+      "ttanta": 308,
+      "settanta": 309,
+      "novanta": 310,
+      "cinquanta": 311,
+      "sessanta": 312,
+      "quaranta": 313,
+      "venti": 314,
+      "trenta": 315,
+      "tre": 316,
+      "antotto": 317,
+      "antuno": 318,
+      "millecento": 319,
+      "milleduecento": 320,
+      "é": 321,
+      "tré": 322,
+      "milletrecento": 323,
+      "ndici": 324,
+      "entotto": 325,
+      "dicia": 326,
+      "millequattrocento": 327,
+      "millecinquecento": 328,
+      "milleseicento": 329,
+      "do": 330,
+      "eci": 331,
+      "indici": 332,
+      "nnove": 333,
+      "rdici": 334,
+      "ssette": 335,
+      "undici": 336,
+      "ventotto": 337,
+      "ttantotto": 338,
+      "ttantuno": 339,
+      "quindici": 340,
+      "sedici": 341,
+      "trentotto": 342,
+      "quatto": 343,
+      "settantotto": 344,
+      "settantuno": 345,
+      "novantotto": 346,
+      "novantuno": 347,
+      "cinquantotto": 348,
+      "cinquantuno": 349,
+      "dieci": 350,
+      "sessantotto": 351,
+      "sessantuno": 352,
+      "quarantotto": 353,
+      "quarantuno": 354,
+      "ventuno": 355,
+      "trentuno": 356,
+      "ttantasei": 357,
+      "ttantaquattro": 358,
+      "ttantasette": 359
+    },
+    "merges": [
+      [
+        "n",
+        "t"
+      ],
+      [
+        "e",
+        "nt"
+      ],
+      [
+        "ent",
+        "o"
+      ],
+      [
+        "c",
+        "ento"
+      ],
+      [
+        "t",
+        "t"
+      ],
+      [
+        "a",
+        "nt"
+      ],
+      [
+        "q",
+        "u"
+      ],
+      [
+        "s",
+        "e"
+      ],
+      [
+        "e",
+        "cento"
+      ],
+      [
+        "ant",
+        "a"
+      ],
+      [
+        "n",
+        "o"
+      ],
+      [
+        "c",
+        "i"
+      ],
+      [
+        "t",
+        "r"
+      ],
+      [
+        "qu",
+        "a"
+      ],
+      [
+        "se",
+        "tt"
+      ],
+      [
+        "no",
+        "v"
+      ],
+      [
+        "n",
+        "qu"
+      ],
+      [
+        "ci",
+        "nqu"
+      ],
+      [
+        "tt",
+        "o"
+      ],
+      [
+        "r",
+        "o"
+      ],
+      [
+        "d",
+        "u"
+      ],
+      [
+        "tt",
+        "ro"
+      ],
+      [
+        "se",
+        "i"
+      ],
+      [
+        "qua",
+        "ttro"
+      ],
+      [
+        "o",
+        "tto"
+      ],
+      [
+        "i",
+        "l"
+      ],
+      [
+        "m",
+        "il"
+      ],
+      [
+        "mil",
+        "l"
+      ],
+      [
+        "mill",
+        "e"
+      ],
+      [
+        "d",
+        "i"
+      ],
+      [
+        "s",
+        "s"
+      ],
+      [
+        "se",
+        "ss"
+      ],
+      [
+        "tr",
+        "ecento"
+      ],
+      [
+        "qua",
+        "r"
+      ],
+      [
+        "sett",
+        "e"
+      ],
+      [
+        "sett",
+        "ecento"
+      ],
+      [
+        "nov",
+        "e"
+      ],
+      [
+        "nov",
+        "ecento"
+      ],
+      [
+        "cinqu",
+        "ecento"
+      ],
+      [
+        "du",
+        "ecento"
+      ],
+      [
+        "sei",
+        "cento"
+      ],
+      [
+        "quattro",
+        "cento"
+      ],
+      [
+        "otto",
+        "cento"
+      ],
+      [
+        "u",
+        "no"
+      ],
+      [
+        "v",
+        "ent"
+      ],
+      [
+        "tr",
+        "ent"
+      ],
+      [
+        "cinqu",
+        "e"
+      ],
+      [
+        "du",
+        "e"
+      ],
+      [
+        "di",
+        "ci"
+      ],
+      [
+        "tt",
+        "anta"
+      ],
+      [
+        "sett",
+        "anta"
+      ],
+      [
+        "nov",
+        "anta"
+      ],
+      [
+        "cinqu",
+        "anta"
+      ],
+      [
+        "sess",
+        "anta"
+      ],
+      [
+        "quar",
+        "anta"
+      ],
+      [
+        "vent",
+        "i"
+      ],
+      [
+        "trent",
+        "a"
+      ],
+      [
+        "tr",
+        "e"
+      ],
+      [
+        "ant",
+        "otto"
+      ],
+      [
+        "ant",
+        "uno"
+      ],
+      [
+        "mill",
+        "ecento"
+      ],
+      [
+        "mille",
+        "duecento"
+      ],
+      [
+        "Ã",
+        "©"
+      ],
+      [
+        "tr",
+        "é"
+      ],
+      [
+        "mille",
+        "trecento"
+      ],
+      [
+        "n",
+        "dici"
+      ],
+      [
+        "ento",
+        "tto"
+      ],
+      [
+        "dici",
+        "a"
+      ],
+      [
+        "mille",
+        "quattrocento"
+      ],
+      [
+        "mille",
+        "cinquecento"
+      ],
+      [
+        "mille",
+        "seicento"
+      ],
+      [
+        "d",
+        "o"
+      ],
+      [
+        "e",
+        "ci"
+      ],
+      [
+        "i",
+        "ndici"
+      ],
+      [
+        "n",
+        "nove"
+      ],
+      [
+        "r",
+        "dici"
+      ],
+      [
+        "s",
+        "sette"
+      ],
+      [
+        "u",
+        "ndici"
+      ],
+      [
+        "v",
+        "entotto"
+      ],
+      [
+        "tt",
+        "antotto"
+      ],
+      [
+        "tt",
+        "antuno"
+      ],
+      [
+        "qu",
+        "indici"
+      ],
+      [
+        "se",
+        "dici"
+      ],
+      [
+        "tr",
+        "entotto"
+      ],
+      [
+        "qua",
+        "tto"
+      ],
+      [
+        "sett",
+        "antotto"
+      ],
+      [
+        "sett",
+        "antuno"
+      ],
+      [
+        "nov",
+        "antotto"
+      ],
+      [
+        "nov",
+        "antuno"
+      ],
+      [
+        "cinqu",
+        "antotto"
+      ],
+      [
+        "cinqu",
+        "antuno"
+      ],
+      [
+        "di",
+        "eci"
+      ],
+      [
+        "sess",
+        "antotto"
+      ],
+      [
+        "sess",
+        "antuno"
+      ],
+      [
+        "quar",
+        "antotto"
+      ],
+      [
+        "quar",
+        "antuno"
+      ],
+      [
+        "vent",
+        "uno"
+      ],
+      [
+        "trent",
+        "uno"
+      ],
+      [
+        "ttanta",
+        "sei"
+      ],
+      [
+        "ttanta",
+        "quattro"
+      ],
+      [
+        "ttanta",
+        "sette"
+      ]
+    ]
+  }
+}

tokenizer_config.json

@@ -0,0 +1,37 @@
+{
+  "added_tokens_decoder": {
+    "0": {
+      "content": "<s>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "1": {
+      "content": "</s>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "2": {
+      "content": "<pad>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    }
+  },
+  "bos_token": "<s>",
+  "clean_up_tokenization_spaces": false,
+  "eos_token": "</s>",
+  "extra_special_tokens": {},
+  "model_max_length": 1000000000000000019884624838656,
+  "pad_token": "<pad>",
+  "tokenizer_class": "PreTrainedTokenizerFast",
+  "unk_token": null,
+  "number_handling": "ltr_3digit"
+}

vocab.json

@@ -0,0 +1,362 @@
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+}