Instructions to use aevynt/JupiMind-Dense-J1R-Tokenizer-24k with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use aevynt/JupiMind-Dense-J1R-Tokenizer-24k with Transformers:
# Load model directly from transformers import AutoModel model = AutoModel.from_pretrained("aevynt/JupiMind-Dense-J1R-Tokenizer-24k", dtype="auto") - Notebooks
- Google Colab
- Kaggle
| { | |
| "input_paths": [ | |
| "/home/trainer/jupimind/outputs/pretrain/j1r_t4x4_mix.jsonl" | |
| ], | |
| "text_seed_paths": [ | |
| "/home/trainer/jupimind/data/tokenizer/j1r_server_seed.txt", | |
| "/home/trainer/jupimind/data/tokenizer/j1r_server_seed.txt" | |
| ], | |
| "vocab_size": 24576, | |
| "min_frequency": 2, | |
| "special_tokens": [ | |
| "<pad>", | |
| "<unk>", | |
| "<bos>", | |
| "<eos>", | |
| "<|im_start|>", | |
| "<|im_end|>", | |
| "<think>", | |
| "</think>", | |
| "<tool_call>", | |
| "</tool_call>", | |
| "<tool_response>", | |
| "</tool_response>", | |
| "<tools>", | |
| "</tools>" | |
| ], | |
| "evaluation": { | |
| "candidate": { | |
| "name": "j1r_vi_bytebpe", | |
| "documents": 50000, | |
| "avg_tokens_per_doc": 702.28854, | |
| "avg_chars_per_token": 3.8265045874164487, | |
| "avg_bytes_per_token": 5.042613795178831, | |
| "total_tokens": 35114427 | |
| }, | |
| "baseline": { | |
| "name": "jingyaogong/minimind-3", | |
| "documents": 50000, | |
| "avg_tokens_per_doc": 2331.64386, | |
| "avg_chars_per_token": 1.1525389301949398, | |
| "avg_bytes_per_token": 1.518829672384015, | |
| "total_tokens": 116582193 | |
| } | |
| }, | |
| "recommended_model_vocab_size": 24576, | |
| "recommended_tokenizer_path": "aevynt/JupiMind-Dense-J1R-Tokenizer-24k", | |
| "notes": [ | |
| "Tokenizer nay dung byte-level BPE voi byte fallback de xu ly tieng Viet co dau, log, code, JSON, YAML va output he thong.", | |
| "Tokenizer moi khong tuong thich embedding voi checkpoint vocab_size=6400 cu. Muon dung that phai pretrain lai voi vocab_size moi.", | |
| "Thiet ke uu tien server-first assistant, khong toi uu cho tieng Trung." | |
| ] | |
| } |