Instructions to use MuseMesh/mume-tokenizer-32k with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use MuseMesh/mume-tokenizer-32k with Transformers:
# pip install -U transformers accelerate # Load model directly from transformers import AutoModel model = AutoModel.from_pretrained("MuseMesh/mume-tokenizer-32k", trust_remote_code=True, device_map="auto") - Notebooks
- Google Colab
- Kaggle
Download eval/verification.json from MuseMesh/mume-tokenizer-32k: direct link, hf CLI and curl.
- Browser
- Download file 18 kB
-
https://huggingface.co/MuseMesh/mume-tokenizer-32k/resolve/main/eval/verification.json
- Command line
-
hf download hf://MuseMesh/mume-tokenizer-32k/eval/verification.json
-
curl -L -o verification.json https://huggingface.co/MuseMesh/mume-tokenizer-32k/resolve/main/eval/verification.json
18 kB
| { | |
| "transformers": "5.18.0", | |
| "tokenizers": "0.23.2", | |
| "sentencepiece": "0.2.2", | |
| "autotokenizer_trust_remote_code": "MumeTokenizer", | |
| "autotokenizer_default": "TokenizersBackend", | |
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| "gpt2_tokens_per_word": 1.3368 | |
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| "sanskrit_dcs_gold_devanagari": { | |
| "group": "sanskrit", | |
| "records": 3000, | |
| "words": 16596, | |
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| "group": "sanskrit", | |
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| "fast_differs_at": [] | |
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| "group": "sanskrit", | |
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| "fast_differs_at": [] | |
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| "group": "sanskrit", | |
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| "fast_differs_at": [ | |
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| ] | |
| }, | |
| "sanskrit_prose_devanagari": { | |
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| "fast_differs_at": [] | |
| }, | |
| "sanskrit_vedic_slp1": { | |
| "group": "sanskrit", | |
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| "ids_identical_exact": 1000, | |
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| "roundtrip_fast": 1000, | |
| "fast_differs_at": [] | |
| }, | |
| "sanskrit_vedic_devanagari": { | |
| "group": "sanskrit", | |
| "records": 1000, | |
| "words": 4079, | |
| "utf8_bytes": 77606, | |
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| "tokens_per_word": 10.1753, | |
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| "ids_identical_fast": 1000, | |
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| "roundtrip_fast": 1000, | |
| "fast_differs_at": [] | |
| } | |
| }, | |
| "edge_cases": [ | |
| { | |
| "text": "", | |
| "ids_equal_exact": true, | |
| "ids_equal_fast": true, | |
| "decode_equal_spm_decode_exact": true, | |
| "decode_equal_spm_decode_fast": true, | |
| "spm_roundtrip": true | |
| }, | |
| { | |
| "text": " ", | |
| "ids_equal_exact": true, | |
| "ids_equal_fast": true, | |
| "decode_equal_spm_decode_exact": true, | |
| "decode_equal_spm_decode_fast": true, | |
| "spm_roundtrip": true | |
| }, | |
| { | |
| "text": " ", | |
| "ids_equal_exact": true, | |
| "ids_equal_fast": true, | |
| "decode_equal_spm_decode_exact": true, | |
| "decode_equal_spm_decode_fast": true, | |
| "spm_roundtrip": true | |
| }, | |
| { | |
| "text": "a", | |
| "ids_equal_exact": true, | |
| "ids_equal_fast": true, | |
| "decode_equal_spm_decode_exact": true, | |
| "decode_equal_spm_decode_fast": true, | |
| "spm_roundtrip": true | |
| }, | |
| { | |
| "text": " a", | |
| "ids_equal_exact": true, | |
| "ids_equal_fast": true, | |
| "decode_equal_spm_decode_exact": true, | |
| "decode_equal_spm_decode_fast": true, | |
| "spm_roundtrip": true | |
| }, | |
| { | |
| "text": "a ", | |
| "ids_equal_exact": true, | |
| "ids_equal_fast": true, | |
| "decode_equal_spm_decode_exact": true, | |
| "decode_equal_spm_decode_fast": true, | |
| "spm_roundtrip": true | |
| }, | |
| { | |
| "text": " two leading spaces", | |
| "ids_equal_exact": true, | |
| "ids_equal_fast": true, | |
| "decode_equal_spm_decode_exact": true, | |
| "decode_equal_spm_decode_fast": true, | |
| "spm_roundtrip": true | |
| }, | |
| { | |
| "text": "trailing spaces ", | |
| "ids_equal_exact": true, | |
| "ids_equal_fast": true, | |
| "decode_equal_spm_decode_exact": true, | |
| "decode_equal_spm_decode_fast": true, | |
| "spm_roundtrip": true | |
| }, | |
| { | |
| "text": "tab\tseparated\tvalues", | |
| "ids_equal_exact": true, | |
| "ids_equal_fast": true, | |
| "decode_equal_spm_decode_exact": true, | |
| "decode_equal_spm_decode_fast": true, | |
| "spm_roundtrip": true | |
| }, | |
| { | |
| "text": "line one\nline two\n\nafter a blank line\n", | |
| "ids_equal_exact": true, | |
| "ids_equal_fast": true, | |
| "decode_equal_spm_decode_exact": true, | |
| "decode_equal_spm_decode_fast": true, | |
| "spm_roundtrip": true | |
| }, | |
| { | |
| "text": "\n", | |
| "ids_equal_exact": true, | |
| "ids_equal_fast": true, | |
| "decode_equal_spm_decode_exact": true, | |
| "decode_equal_spm_decode_fast": true, | |
| "spm_roundtrip": true | |
| }, | |
| { | |
| "text": "\r\n windows line ends \r\n", | |
| "ids_equal_exact": true, | |
| "ids_equal_fast": true, | |
| "decode_equal_spm_decode_exact": true, | |
| "decode_equal_spm_decode_fast": true, | |
| "spm_roundtrip": true | |
| }, | |
| { | |
| "text": "2026", | |
| "ids_equal_exact": true, | |
| "ids_equal_fast": true, | |
| "decode_equal_spm_decode_exact": true, | |
| "decode_equal_spm_decode_fast": true, | |
| "spm_roundtrip": true | |
| }, | |
| { | |
| "text": "x2y", | |
| "ids_equal_exact": true, | |
| "ids_equal_fast": true, | |
| "decode_equal_spm_decode_exact": true, | |
| "decode_equal_spm_decode_fast": true, | |
| "spm_roundtrip": true | |
| }, | |
| { | |
| "text": "3.14159", | |
| "ids_equal_exact": true, | |
| "ids_equal_fast": true, | |
| "decode_equal_spm_decode_exact": true, | |
| "decode_equal_spm_decode_fast": true, | |
| "spm_roundtrip": true | |
| }, | |
| { | |
| "text": "1,234,567.89 and -42", | |
| "ids_equal_exact": true, | |
| "ids_equal_fast": true, | |
| "decode_equal_spm_decode_exact": true, | |
| "decode_equal_spm_decode_fast": true, | |
| "spm_roundtrip": true | |
| }, | |
| { | |
| "text": "$12 for 3 x 4 = 12", | |
| "ids_equal_exact": true, | |
| "ids_equal_fast": true, | |
| "decode_equal_spm_decode_exact": true, | |
| "decode_equal_spm_decode_fast": true, | |
| "spm_roundtrip": true | |
| }, | |
| { | |
| "text": "Let $f(x) = x^2 + 1$. Then \\frac{a}{b} \\geq \\sqrt{2}", | |
| "ids_equal_exact": true, | |
| "ids_equal_fast": true, | |
| "decode_equal_spm_decode_exact": true, | |
| "decode_equal_spm_decode_fast": true, | |
| "spm_roundtrip": true | |
| }, | |
| { | |
| "text": "\\begin{align} a &= b \\\\ c &= d \\end{align}", | |
| "ids_equal_exact": true, | |
| "ids_equal_fast": true, | |
| "decode_equal_spm_decode_exact": true, | |
| "decode_equal_spm_decode_fast": true, | |
| "spm_roundtrip": true | |
| }, | |
| { | |
| "text": "</s> <s> <unk> literal special-token text", | |
| "ids_equal_exact": true, | |
| "ids_equal_fast": true, | |
| "decode_equal_spm_decode_exact": true, | |
| "decode_equal_spm_decode_fast": true, | |
| "spm_roundtrip": true | |
| }, | |
| { | |
| "text": "<0x41>", | |
| "ids_equal_exact": true, | |
| "ids_equal_fast": true, | |
| "decode_equal_spm_decode_exact": true, | |
| "decode_equal_spm_decode_fast": true, | |
| "spm_roundtrip": true | |
| }, | |
| { | |
| "text": "▁ already has a meta-symbol", | |
| "ids_equal_exact": true, | |
| "ids_equal_fast": true, | |
| "decode_equal_spm_decode_exact": true, | |
| "decode_equal_spm_decode_fast": true, | |
| "spm_roundtrip": false | |
| }, | |
| { | |
| "text": "Ünïcödé café naïve façade", | |
| "ids_equal_exact": true, | |
| "ids_equal_fast": true, | |
| "decode_equal_spm_decode_exact": true, | |
| "decode_equal_spm_decode_fast": true, | |
| "spm_roundtrip": true | |
| }, | |
| { | |
| "text": "日本語のテキスト", | |
| "ids_equal_exact": true, | |
| "ids_equal_fast": true, | |
| "decode_equal_spm_decode_exact": true, | |
| "decode_equal_spm_decode_fast": true, | |
| "spm_roundtrip": true | |
| }, | |
| { | |
| "text": "emoji 🙂👍🏽", | |
| "ids_equal_exact": true, | |
| "ids_equal_fast": true, | |
| "decode_equal_spm_decode_exact": true, | |
| "decode_equal_spm_decode_fast": true, | |
| "spm_roundtrip": true | |
| }, | |
| { | |
| "text": "Ελληνικά and русский", | |
| "ids_equal_exact": true, | |
| "ids_equal_fast": true, | |
| "decode_equal_spm_decode_exact": true, | |
| "decode_equal_spm_decode_fast": true, | |
| "spm_roundtrip": true | |
| }, | |
| { | |
| "text": "संस्कृतं नाम दैवी वाक् । ॥ १२३ ॥", | |
| "ids_equal_exact": true, | |
| "ids_equal_fast": true, | |
| "decode_equal_spm_decode_exact": true, | |
| "decode_equal_spm_decode_fast": true, | |
| "spm_roundtrip": true | |
| }, | |
| { | |
| "text": "saMskftaM nAma dEvI vAk", | |
| "ids_equal_exact": true, | |
| "ids_equal_fast": true, | |
| "decode_equal_spm_decode_exact": true, | |
| "decode_equal_spm_decode_fast": true, | |
| "spm_roundtrip": true | |
| }, | |
| { | |
| "text": "zerowidth", | |
| "ids_equal_exact": true, | |
| "ids_equal_fast": true, | |
| "decode_equal_spm_decode_exact": true, | |
| "decode_equal_spm_decode_fast": true, | |
| "spm_roundtrip": true | |
| }, | |
| { | |
| "text": "combining é vs é", | |
| "ids_equal_exact": true, | |
| "ids_equal_fast": true, | |
| "decode_equal_spm_decode_exact": true, | |
| "decode_equal_spm_decode_fast": true, | |
| "spm_roundtrip": true | |
| }, | |
| { | |
| "text": " no-break space", | |
| "ids_equal_exact": true, | |
| "ids_equal_fast": true, | |
| "decode_equal_spm_decode_exact": true, | |
| "decode_equal_spm_decode_fast": true, | |
| "spm_roundtrip": true | |
| }, | |
| { | |
| "text": "aaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa", | |
| "ids_equal_exact": true, | |
| "ids_equal_fast": true, | |
| "decode_equal_spm_decode_exact": true, | |
| "decode_equal_spm_decode_fast": true, | |
| "spm_roundtrip": true | |
| }, | |
| { | |
| "text": "word word word word word word word word word word word word ", | |
| "ids_equal_exact": true, | |
| "ids_equal_fast": true, | |
| "decode_equal_spm_decode_exact": true, | |
| "decode_equal_spm_decode_fast": true, | |
| "spm_roundtrip": true | |
| }, | |
| { | |
| "text": "012345678901234567890123456789012345678901234567890123456789", | |
| "ids_equal_exact": true, | |
| "ids_equal_fast": true, | |
| "decode_equal_spm_decode_exact": true, | |
| "decode_equal_spm_decode_fast": true, | |
| "spm_roundtrip": true | |
| }, | |
| { | |
| "text": "''' \"\"\" ``` ~~~", | |
| "ids_equal_exact": true, | |
| "ids_equal_fast": true, | |
| "decode_equal_spm_decode_exact": true, | |
| "decode_equal_spm_decode_fast": true, | |
| "spm_roundtrip": true | |
| } | |
| ], | |
| "edge_cases_ids_equal_exact": "35/35", | |
| "edge_cases_ids_equal_fast": "35/35", | |
| "edge_cases_decode_equal_spm_decode_exact": "35/35", | |
| "edge_cases_decode_equal_spm_decode_fast": "35/35", | |
| "edge_cases_spm_roundtrip": "34/35", | |
| "all_texts": 58338, | |
| "all_ids_identical_exact": "58338/58338", | |
| "all_ids_identical_fast": "58257/58338", | |
| "seconds": 99.9 | |
| } | |