Upload folder using huggingface_hub
Browse files- README.md +68 -3
- config.json +22 -0
- generation_config.json +9 -0
- model.safetensors +3 -0
- tokenizer.json +0 -0
- tokenizer.model +3 -0
- tokenizer_config.json +2059 -0
README.md
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---
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language:
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- ko
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license: other
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tags:
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- llm
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- korean
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- orpo
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- gguf
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---
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# FRANKENSTALLM 3B v2 (Byte-Fallback Fixed)
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한국어 중심 **FRANKENSTALLM 3B** ORPO 파인튜닝 체크포인트에 **byte-fallback 토큰 256개**를 추가한 버전입니다.
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llama.cpp/GGUF 추론 시 줄바꿈(`\n`) 등 미등록 문자로 인한 크래시를 방지하기 위해 사용합니다.
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## 모델 상세
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| 항목 | 값 |
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|------|-----|
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| **Architecture** | LlamaForCausalLM |
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| **Params** | ~3B |
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| **Hidden size** | 2048 |
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| **Layers** | 24 |
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| **Attention heads** | 16 |
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| **KV heads** | 4 |
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| **Max position** | 4096 |
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| **Vocab size** | **64,256** (64,000 + 256 byte-fallback) |
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| **Training** | ORPO (SFT → ORPO) |
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## 변경 사항 (v2)
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- 토크나이저: `byte_fallback=True`, `<0x00>`~`<0xFF>` 256개 토큰 추가
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- 임베딩: 64,000 → 64,256 리사이즈, 새 토큰 초기화
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- GGUF 변환·Ollama 배포 시 뉴라인 포함 입력 정상 처리 확인
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## ORPO 평가 요약 (동일 체크포인트 기준)
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- **평가 일시**: 2026-03-09
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- **Preference Accuracy**: 76.02%
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- **Reward Margin**: 0.6100
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- **Eval Loss**: 1.7910 → 1.6250
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- **KoBEST (0-shot) 평균**: 52.75%
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- **생성 품질**: Greedy 3-gram 반복률 30.89%, EOS 종료율 66.67%
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- **PPL Forgetting**: 최대 4.1% (기준 <15%)
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- **종합**: 7/10 차원 통과, 정량 스코어 63.7/100
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상세: 프로젝트 내 `reports/2026-03-09_ORPO_EVALUATION_REPORT.md` 참고.
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## Ollama 배포 벤치마크 (Q4_K_M, 2026-03-09)
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- **모델명**: `frankenstallm-3b-v2`
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- **테스트 수**: 35 (자동 20 + 수동 15)
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- **자동 채점 평균**: 46.7
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- **카테고리**: korean_nlu 100.0, reasoning 50.0, knowledge 75.0, instruction_following 66.7, code 0.0, safety 10.0, repetition_resistance 2.2 등
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- **지연**: Avg TTFT 16.7 ms, Avg TPS 142.5
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상세: `reports/2026-03-09_GGUF_DEPLOYMENT_AND_EVAL_REPORT.md`, `eval/results/frankenstallm-3b-v2/ollama_benchmark_summary.md`
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## 사용
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- **Transformers**: 이 체크포인트를 그대로 `from_pretrained(...)` 로 로드 가능.
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- **GGUF**: `scripts/fix_tokenizer_byte_fallback.py` 적용 후 `convert_hf_to_gguf.py` → `llama-quantize` 로 변환한 v2 파이프라인 사용 권장.
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이미 변환된 Q4_K_M GGUF는 Ollama에서 `frankenstallm-3b-v2` 로 배포 가능.
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## 라이선스
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프로젝트(FRANKENSTALLM) 라이선스에 따릅니다.
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config.json
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{
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"architectures": [
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"LlamaForCausalLM"
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],
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"model_type": "llama",
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"hidden_size": 2048,
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"intermediate_size": 5472,
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"num_hidden_layers": 24,
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"num_attention_heads": 16,
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"num_key_value_heads": 4,
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"hidden_act": "silu",
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"max_position_embeddings": 4096,
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"initializer_range": 0.02,
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"rms_norm_eps": 1e-05,
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"vocab_size": 64256,
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"rope_theta": 500000.0,
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"rope_scaling": null,
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"attention_bias": false,
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"tie_word_embeddings": true,
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"torch_dtype": "float16",
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"transformers_version": "4.40.0"
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}
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generation_config.json
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{
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"bos_token_id": 1,
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"eos_token_id": 2,
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"pad_token_id": 0,
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"max_new_tokens": 512,
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"temperature": 0.8,
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"top_p": 0.9,
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"do_sample": true
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}
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model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:d868c1edd46f9a5b8c217105fa56e96d98c8691db53a164c58453ac1f5863c80
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size 4760961400
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tokenizer.json
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tokenizer.model
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version https://git-lfs.github.com/spec/v1
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oid sha256:edcf1eaa0a5ba871302ff42df9f80d1d0baa166ff2a57f4392c29145796bc7b2
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size 1424163
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tokenizer_config.json
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|
| 1 |
+
{
|
| 2 |
+
"model_type": "llama",
|
| 3 |
+
"tokenizer_class": "PreTrainedTokenizerFast",
|
| 4 |
+
"bos_token": "<s>",
|
| 5 |
+
"eos_token": "</s>",
|
| 6 |
+
"unk_token": "<unk>",
|
| 7 |
+
"pad_token": "<pad>",
|
| 8 |
+
"clean_up_tokenization_spaces": false,
|
| 9 |
+
"added_tokens_decoder": {
|
| 10 |
+
"64000": {
|
| 11 |
+
"content": "<0x00>",
|
| 12 |
+
"lstrip": false,
|
| 13 |
+
"normalized": false,
|
| 14 |
+
"rstrip": false,
|
| 15 |
+
"single_word": false,
|
| 16 |
+
"special": true
|
| 17 |
+
},
|
| 18 |
+
"64001": {
|
| 19 |
+
"content": "<0x01>",
|
| 20 |
+
"lstrip": false,
|
| 21 |
+
"normalized": false,
|
| 22 |
+
"rstrip": false,
|
| 23 |
+
"single_word": false,
|
| 24 |
+
"special": true
|
| 25 |
+
},
|
| 26 |
+
"64002": {
|
| 27 |
+
"content": "<0x02>",
|
| 28 |
+
"lstrip": false,
|
| 29 |
+
"normalized": false,
|
| 30 |
+
"rstrip": false,
|
| 31 |
+
"single_word": false,
|
| 32 |
+
"special": true
|
| 33 |
+
},
|
| 34 |
+
"64003": {
|
| 35 |
+
"content": "<0x03>",
|
| 36 |
+
"lstrip": false,
|
| 37 |
+
"normalized": false,
|
| 38 |
+
"rstrip": false,
|
| 39 |
+
"single_word": false,
|
| 40 |
+
"special": true
|
| 41 |
+
},
|
| 42 |
+
"64004": {
|
| 43 |
+
"content": "<0x04>",
|
| 44 |
+
"lstrip": false,
|
| 45 |
+
"normalized": false,
|
| 46 |
+
"rstrip": false,
|
| 47 |
+
"single_word": false,
|
| 48 |
+
"special": true
|
| 49 |
+
},
|
| 50 |
+
"64005": {
|
| 51 |
+
"content": "<0x05>",
|
| 52 |
+
"lstrip": false,
|
| 53 |
+
"normalized": false,
|
| 54 |
+
"rstrip": false,
|
| 55 |
+
"single_word": false,
|
| 56 |
+
"special": true
|
| 57 |
+
},
|
| 58 |
+
"64006": {
|
| 59 |
+
"content": "<0x06>",
|
| 60 |
+
"lstrip": false,
|
| 61 |
+
"normalized": false,
|
| 62 |
+
"rstrip": false,
|
| 63 |
+
"single_word": false,
|
| 64 |
+
"special": true
|
| 65 |
+
},
|
| 66 |
+
"64007": {
|
| 67 |
+
"content": "<0x07>",
|
| 68 |
+
"lstrip": false,
|
| 69 |
+
"normalized": false,
|
| 70 |
+
"rstrip": false,
|
| 71 |
+
"single_word": false,
|
| 72 |
+
"special": true
|
| 73 |
+
},
|
| 74 |
+
"64008": {
|
| 75 |
+
"content": "<0x08>",
|
| 76 |
+
"lstrip": false,
|
| 77 |
+
"normalized": false,
|
| 78 |
+
"rstrip": false,
|
| 79 |
+
"single_word": false,
|
| 80 |
+
"special": true
|
| 81 |
+
},
|
| 82 |
+
"64009": {
|
| 83 |
+
"content": "<0x09>",
|
| 84 |
+
"lstrip": false,
|
| 85 |
+
"normalized": false,
|
| 86 |
+
"rstrip": false,
|
| 87 |
+
"single_word": false,
|
| 88 |
+
"special": true
|
| 89 |
+
},
|
| 90 |
+
"64010": {
|
| 91 |
+
"content": "<0x0A>",
|
| 92 |
+
"lstrip": false,
|
| 93 |
+
"normalized": false,
|
| 94 |
+
"rstrip": false,
|
| 95 |
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| 970 |
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| 971 |
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| 977 |
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| 978 |
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| 979 |
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| 980 |
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| 987 |
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| 995 |
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| 1000 |
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| 1003 |
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| 1027 |
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| 1099 |
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| 1100 |
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|
| 1810 |
+
"64225": {
|
| 1811 |
+
"content": "<0xE1>",
|
| 1812 |
+
"lstrip": false,
|
| 1813 |
+
"normalized": false,
|
| 1814 |
+
"rstrip": false,
|
| 1815 |
+
"single_word": false,
|
| 1816 |
+
"special": true
|
| 1817 |
+
},
|
| 1818 |
+
"64226": {
|
| 1819 |
+
"content": "<0xE2>",
|
| 1820 |
+
"lstrip": false,
|
| 1821 |
+
"normalized": false,
|
| 1822 |
+
"rstrip": false,
|
| 1823 |
+
"single_word": false,
|
| 1824 |
+
"special": true
|
| 1825 |
+
},
|
| 1826 |
+
"64227": {
|
| 1827 |
+
"content": "<0xE3>",
|
| 1828 |
+
"lstrip": false,
|
| 1829 |
+
"normalized": false,
|
| 1830 |
+
"rstrip": false,
|
| 1831 |
+
"single_word": false,
|
| 1832 |
+
"special": true
|
| 1833 |
+
},
|
| 1834 |
+
"64228": {
|
| 1835 |
+
"content": "<0xE4>",
|
| 1836 |
+
"lstrip": false,
|
| 1837 |
+
"normalized": false,
|
| 1838 |
+
"rstrip": false,
|
| 1839 |
+
"single_word": false,
|
| 1840 |
+
"special": true
|
| 1841 |
+
},
|
| 1842 |
+
"64229": {
|
| 1843 |
+
"content": "<0xE5>",
|
| 1844 |
+
"lstrip": false,
|
| 1845 |
+
"normalized": false,
|
| 1846 |
+
"rstrip": false,
|
| 1847 |
+
"single_word": false,
|
| 1848 |
+
"special": true
|
| 1849 |
+
},
|
| 1850 |
+
"64230": {
|
| 1851 |
+
"content": "<0xE6>",
|
| 1852 |
+
"lstrip": false,
|
| 1853 |
+
"normalized": false,
|
| 1854 |
+
"rstrip": false,
|
| 1855 |
+
"single_word": false,
|
| 1856 |
+
"special": true
|
| 1857 |
+
},
|
| 1858 |
+
"64231": {
|
| 1859 |
+
"content": "<0xE7>",
|
| 1860 |
+
"lstrip": false,
|
| 1861 |
+
"normalized": false,
|
| 1862 |
+
"rstrip": false,
|
| 1863 |
+
"single_word": false,
|
| 1864 |
+
"special": true
|
| 1865 |
+
},
|
| 1866 |
+
"64232": {
|
| 1867 |
+
"content": "<0xE8>",
|
| 1868 |
+
"lstrip": false,
|
| 1869 |
+
"normalized": false,
|
| 1870 |
+
"rstrip": false,
|
| 1871 |
+
"single_word": false,
|
| 1872 |
+
"special": true
|
| 1873 |
+
},
|
| 1874 |
+
"64233": {
|
| 1875 |
+
"content": "<0xE9>",
|
| 1876 |
+
"lstrip": false,
|
| 1877 |
+
"normalized": false,
|
| 1878 |
+
"rstrip": false,
|
| 1879 |
+
"single_word": false,
|
| 1880 |
+
"special": true
|
| 1881 |
+
},
|
| 1882 |
+
"64234": {
|
| 1883 |
+
"content": "<0xEA>",
|
| 1884 |
+
"lstrip": false,
|
| 1885 |
+
"normalized": false,
|
| 1886 |
+
"rstrip": false,
|
| 1887 |
+
"single_word": false,
|
| 1888 |
+
"special": true
|
| 1889 |
+
},
|
| 1890 |
+
"64235": {
|
| 1891 |
+
"content": "<0xEB>",
|
| 1892 |
+
"lstrip": false,
|
| 1893 |
+
"normalized": false,
|
| 1894 |
+
"rstrip": false,
|
| 1895 |
+
"single_word": false,
|
| 1896 |
+
"special": true
|
| 1897 |
+
},
|
| 1898 |
+
"64236": {
|
| 1899 |
+
"content": "<0xEC>",
|
| 1900 |
+
"lstrip": false,
|
| 1901 |
+
"normalized": false,
|
| 1902 |
+
"rstrip": false,
|
| 1903 |
+
"single_word": false,
|
| 1904 |
+
"special": true
|
| 1905 |
+
},
|
| 1906 |
+
"64237": {
|
| 1907 |
+
"content": "<0xED>",
|
| 1908 |
+
"lstrip": false,
|
| 1909 |
+
"normalized": false,
|
| 1910 |
+
"rstrip": false,
|
| 1911 |
+
"single_word": false,
|
| 1912 |
+
"special": true
|
| 1913 |
+
},
|
| 1914 |
+
"64238": {
|
| 1915 |
+
"content": "<0xEE>",
|
| 1916 |
+
"lstrip": false,
|
| 1917 |
+
"normalized": false,
|
| 1918 |
+
"rstrip": false,
|
| 1919 |
+
"single_word": false,
|
| 1920 |
+
"special": true
|
| 1921 |
+
},
|
| 1922 |
+
"64239": {
|
| 1923 |
+
"content": "<0xEF>",
|
| 1924 |
+
"lstrip": false,
|
| 1925 |
+
"normalized": false,
|
| 1926 |
+
"rstrip": false,
|
| 1927 |
+
"single_word": false,
|
| 1928 |
+
"special": true
|
| 1929 |
+
},
|
| 1930 |
+
"64240": {
|
| 1931 |
+
"content": "<0xF0>",
|
| 1932 |
+
"lstrip": false,
|
| 1933 |
+
"normalized": false,
|
| 1934 |
+
"rstrip": false,
|
| 1935 |
+
"single_word": false,
|
| 1936 |
+
"special": true
|
| 1937 |
+
},
|
| 1938 |
+
"64241": {
|
| 1939 |
+
"content": "<0xF1>",
|
| 1940 |
+
"lstrip": false,
|
| 1941 |
+
"normalized": false,
|
| 1942 |
+
"rstrip": false,
|
| 1943 |
+
"single_word": false,
|
| 1944 |
+
"special": true
|
| 1945 |
+
},
|
| 1946 |
+
"64242": {
|
| 1947 |
+
"content": "<0xF2>",
|
| 1948 |
+
"lstrip": false,
|
| 1949 |
+
"normalized": false,
|
| 1950 |
+
"rstrip": false,
|
| 1951 |
+
"single_word": false,
|
| 1952 |
+
"special": true
|
| 1953 |
+
},
|
| 1954 |
+
"64243": {
|
| 1955 |
+
"content": "<0xF3>",
|
| 1956 |
+
"lstrip": false,
|
| 1957 |
+
"normalized": false,
|
| 1958 |
+
"rstrip": false,
|
| 1959 |
+
"single_word": false,
|
| 1960 |
+
"special": true
|
| 1961 |
+
},
|
| 1962 |
+
"64244": {
|
| 1963 |
+
"content": "<0xF4>",
|
| 1964 |
+
"lstrip": false,
|
| 1965 |
+
"normalized": false,
|
| 1966 |
+
"rstrip": false,
|
| 1967 |
+
"single_word": false,
|
| 1968 |
+
"special": true
|
| 1969 |
+
},
|
| 1970 |
+
"64245": {
|
| 1971 |
+
"content": "<0xF5>",
|
| 1972 |
+
"lstrip": false,
|
| 1973 |
+
"normalized": false,
|
| 1974 |
+
"rstrip": false,
|
| 1975 |
+
"single_word": false,
|
| 1976 |
+
"special": true
|
| 1977 |
+
},
|
| 1978 |
+
"64246": {
|
| 1979 |
+
"content": "<0xF6>",
|
| 1980 |
+
"lstrip": false,
|
| 1981 |
+
"normalized": false,
|
| 1982 |
+
"rstrip": false,
|
| 1983 |
+
"single_word": false,
|
| 1984 |
+
"special": true
|
| 1985 |
+
},
|
| 1986 |
+
"64247": {
|
| 1987 |
+
"content": "<0xF7>",
|
| 1988 |
+
"lstrip": false,
|
| 1989 |
+
"normalized": false,
|
| 1990 |
+
"rstrip": false,
|
| 1991 |
+
"single_word": false,
|
| 1992 |
+
"special": true
|
| 1993 |
+
},
|
| 1994 |
+
"64248": {
|
| 1995 |
+
"content": "<0xF8>",
|
| 1996 |
+
"lstrip": false,
|
| 1997 |
+
"normalized": false,
|
| 1998 |
+
"rstrip": false,
|
| 1999 |
+
"single_word": false,
|
| 2000 |
+
"special": true
|
| 2001 |
+
},
|
| 2002 |
+
"64249": {
|
| 2003 |
+
"content": "<0xF9>",
|
| 2004 |
+
"lstrip": false,
|
| 2005 |
+
"normalized": false,
|
| 2006 |
+
"rstrip": false,
|
| 2007 |
+
"single_word": false,
|
| 2008 |
+
"special": true
|
| 2009 |
+
},
|
| 2010 |
+
"64250": {
|
| 2011 |
+
"content": "<0xFA>",
|
| 2012 |
+
"lstrip": false,
|
| 2013 |
+
"normalized": false,
|
| 2014 |
+
"rstrip": false,
|
| 2015 |
+
"single_word": false,
|
| 2016 |
+
"special": true
|
| 2017 |
+
},
|
| 2018 |
+
"64251": {
|
| 2019 |
+
"content": "<0xFB>",
|
| 2020 |
+
"lstrip": false,
|
| 2021 |
+
"normalized": false,
|
| 2022 |
+
"rstrip": false,
|
| 2023 |
+
"single_word": false,
|
| 2024 |
+
"special": true
|
| 2025 |
+
},
|
| 2026 |
+
"64252": {
|
| 2027 |
+
"content": "<0xFC>",
|
| 2028 |
+
"lstrip": false,
|
| 2029 |
+
"normalized": false,
|
| 2030 |
+
"rstrip": false,
|
| 2031 |
+
"single_word": false,
|
| 2032 |
+
"special": true
|
| 2033 |
+
},
|
| 2034 |
+
"64253": {
|
| 2035 |
+
"content": "<0xFD>",
|
| 2036 |
+
"lstrip": false,
|
| 2037 |
+
"normalized": false,
|
| 2038 |
+
"rstrip": false,
|
| 2039 |
+
"single_word": false,
|
| 2040 |
+
"special": true
|
| 2041 |
+
},
|
| 2042 |
+
"64254": {
|
| 2043 |
+
"content": "<0xFE>",
|
| 2044 |
+
"lstrip": false,
|
| 2045 |
+
"normalized": false,
|
| 2046 |
+
"rstrip": false,
|
| 2047 |
+
"single_word": false,
|
| 2048 |
+
"special": true
|
| 2049 |
+
},
|
| 2050 |
+
"64255": {
|
| 2051 |
+
"content": "<0xFF>",
|
| 2052 |
+
"lstrip": false,
|
| 2053 |
+
"normalized": false,
|
| 2054 |
+
"rstrip": false,
|
| 2055 |
+
"single_word": false,
|
| 2056 |
+
"special": true
|
| 2057 |
+
}
|
| 2058 |
+
}
|
| 2059 |
+
}
|