初始化项目，由ModelHub XC社区提供模型
Model: tellang/yeji-8b-rslora-v7 Source: Original Platform
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README.md
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README.md
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---
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license: apache-2.0
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language:
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- ko
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base_model: Qwen/Qwen3-8B-Base
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datasets:
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- tellang/yeji-fortune-telling-ko-v3
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tags:
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- fortune-telling
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- saju
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- bazi
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- tarot
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- horoscope
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- korean
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- fine-tuned
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- qwen3
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- rslora
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pipeline_tag: text-generation
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library_name: transformers
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model-index:
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- name: yeji-8b-rslora-v7
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results: []
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---
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# YEJI-8B-RSLoRA-v7
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한국어 운세/점술 도메인 특화 8B LLM. Qwen3-8B-Base 기반 RSLoRA 파인튜닝.
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## Model Description
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YEJI 프로젝트의 8B 주력 모델입니다. Qwen3-8B-Base를 RSLoRA (Rank-Stabilized LoRA)로 파인튜닝하여
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사주, 점성술, 타로, 화투 4개 도메인에서 전문 상담 능력을 갖추었습니다.
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- **Base Model**: Qwen/Qwen3-8B-Base
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- **Parameters**: 8.2B
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- **Fine-tuning**: RSLoRA
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- **Training Data**: yeji-fortune-telling-ko-v3
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- **Domains**: 사주(Bazi) · 서양 점성술(Astrology) · 타로(Tarot) · 화투
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## Version History
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| Version | Base | Method | Params | Status |
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|---------|------|--------|--------|--------|
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| v1 | Qwen3-8B | QDoRA | 8.2B | Deprecated |
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| v2 | Qwen3-8B | QLoRA | 8.2B | Deprecated |
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| v4 | Qwen3-8B | RSLoRA + T-Shirt | 8.2B | Deprecated |
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| **v7** | **Qwen3-8B** | **RSLoRA** | **8.2B** | **Stable** |
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## Usage
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```python
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from transformers import AutoModelForCausalLM, AutoTokenizer
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model_name = "tellang/yeji-8b-rslora-v7"
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tokenizer = AutoTokenizer.from_pretrained(model_name)
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model = AutoModelForCausalLM.from_pretrained(model_name, torch_dtype="auto", device_map="auto")
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messages = [
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{"role": "system", "content": "당신은 전문 사주 상담사입니다."},
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{"role": "user", "content": "1997년 10월 24일생의 올해 운세를 봐주세요."}
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]
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text = tokenizer.apply_chat_template(messages, tokenize=False, add_generation_prompt=True)
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inputs = tokenizer(text, return_tensors="pt").to(model.device)
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outputs = model.generate(**inputs, max_new_tokens=512, temperature=0.7)
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print(tokenizer.decode(outputs[0], skip_special_tokens=True))
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```
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## Quantized Versions
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| Format | Model | Use Case |
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|--------|-------|----------|
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| **AWQ 4-bit** | [yeji-8b-rslora-v7-AWQ](https://huggingface.co/tellang/yeji-8b-rslora-v7-AWQ) | vLLM 서빙 |
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## Successor Models (4B, Lighter)
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| Model | Params | Status |
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|-------|--------|--------|
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| [yeji-4b-instruct-v9](https://huggingface.co/tellang/yeji-4b-instruct-v9) | 4.0B | Latest |
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| [yeji-4b-instruct-v9-AWQ](https://huggingface.co/tellang/yeji-4b-instruct-v9-AWQ) | ~1.3B | Production |
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## Limitations
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- 한국어 운세/점술 도메인에 특화. 범용 대화 성능은 Qwen3-8B-Instruct 대비 저하.
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- 점술 결과는 엔터테인먼트 목적. 실제 의사결정에 사용 금지.
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- 8B 모델로 VRAM ~16GB 필요. 경량화가 필요하면 4B 또는 AWQ 버전 권장.
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added_tokens.json
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{
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"</think>": 151668,
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"</tool_call>": 151658,
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"</tool_response>": 151666,
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"<think>": 151667,
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"<tool_call>": 151657,
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"<tool_response>": 151665,
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"<|box_end|>": 151649,
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"<|box_start|>": 151648,
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"<|endoftext|>": 151643,
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"<|file_sep|>": 151664,
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"<|fim_middle|>": 151660,
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"<|fim_pad|>": 151662,
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"<|fim_prefix|>": 151659,
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"<|fim_suffix|>": 151661,
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"<|im_end|>": 151645,
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"<|im_start|>": 151644,
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"<|image_pad|>": 151655,
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"<|object_ref_end|>": 151647,
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"<|object_ref_start|>": 151646,
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"<|quad_end|>": 151651,
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"<|quad_start|>": 151650,
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"<|repo_name|>": 151663,
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"<|video_pad|>": 151656,
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"<|vision_end|>": 151653,
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"<|vision_pad|>": 151654,
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"<|vision_start|>": 151652
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}
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chat_template.jinja
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{%- if messages[0].role == 'system' %}
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{{- '<|im_start|>system
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' + messages[0].content + '<|im_end|>
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' }}
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{%- endif %}
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{%- for message in messages %}
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{%- if message.role != 'system' or not loop.first %}
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{%- if message.role == 'user' or message.role == 'system' %}
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{{- '<|im_start|>' + message.role + '
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' + message.content + '<|im_end|>
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' }}
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{%- elif message.role == 'assistant' %}
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{{- '<|im_start|>assistant
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' + message.content + '<|im_end|>
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' }}
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{%- endif %}
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{%- endif %}
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{%- endfor %}
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{%- if add_generation_prompt %}
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{{- '<|im_start|>assistant
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' }}
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{%- endif %}
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config.json
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{
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"architectures": [
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"Qwen3ForCausalLM"
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],
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"attention_bias": false,
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"attention_dropout": 0.0,
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"torch_dtype": "bfloat16",
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"eos_token_id": 151643,
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"head_dim": 128,
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"hidden_act": "silu",
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"hidden_size": 4096,
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"initializer_range": 0.02,
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"intermediate_size": 12288,
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"layer_types": [
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention"
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],
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"max_position_embeddings": 32768,
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"max_window_layers": 36,
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"model_type": "qwen3",
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"num_attention_heads": 32,
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"num_hidden_layers": 36,
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"num_key_value_heads": 8,
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"pad_token_id": 151654,
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"rms_norm_eps": 1e-06,
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"rope_scaling": null,
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"rope_theta": 1000000,
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"sliding_window": null,
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"tie_word_embeddings": false,
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"transformers_version": "4.57.6",
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"unsloth_fixed": true,
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"unsloth_version": "2026.1.4",
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"use_cache": true,
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"use_sliding_window": false,
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"vocab_size": 151936
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}
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eval_comparison_base_v5_v7.json
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{
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"timestamp": "2026-01-26T00:34:57.611258",
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"evaluation_version": "v3_strict",
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"models": {
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"Base (Qwen3-8B)": {
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"repo": "Qwen/Qwen3-8B-Base",
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"type": "base",
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"avg": 82.41666666666667,
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"results": {
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"사주": {
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"score": 73.5,
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"dimensions": {
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"expertise": 60.0,
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"depth": 50.0,
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"quality": 100.0,
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"advice": 100.0
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}
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},
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"타로": {
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"score": 100.0,
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"dimensions": {
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"expertise": 100.0,
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"depth": 100.0,
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"quality": 100.0,
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"advice": 100.0
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}
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},
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"호로스코프": {
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"score": 73.75,
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"dimensions": {
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"expertise": 25.0,
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"depth": 100.0,
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"quality": 100.0,
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"advice": 100.0
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}
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}
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}
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},
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"v5 (LoRA)": {
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"repo": "tellang/yeji-8b-lora-v5",
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"type": "adapter",
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"avg": 91.41666666666667,
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"results": {
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"사주": {
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"score": 93.0,
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"dimensions": {
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"expertise": 80.0,
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"depth": 100.0,
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"quality": 100.0,
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"advice": 100.0
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}
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},
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"타로": {
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"score": 90.0,
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"dimensions": {
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"expertise": 100.0,
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"depth": 100.0,
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"quality": 100.0,
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"advice": 50.0
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}
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},
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"호로스코프": {
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"score": 91.25,
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"dimensions": {
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"expertise": 75.0,
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"depth": 100.0,
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"quality": 100.0,
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"advice": 100.0
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}
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}
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}
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},
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"v7 (rsLoRA r=64)": {
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"repo": "tellang/yeji-8b-rslora-v7",
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"type": "merged",
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"avg": 91.83333333333333,
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"results": {
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"사주": {
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||||||
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"score": 93.0,
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"dimensions": {
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"expertise": 80.0,
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"depth": 100.0,
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"quality": 100.0,
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"advice": 100.0
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}
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},
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"타로": {
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"score": 100.0,
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"dimensions": {
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"expertise": 100.0,
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"depth": 100.0,
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"quality": 100.0,
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"advice": 100.0
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}
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},
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"호로스코프": {
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"score": 82.5,
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"dimensions": {
|
||||||
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|
||||||
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|
||||||
|
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|
||||||
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|
||||||
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|
||||||
|
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|
||||||
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|
||||||
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|
||||||
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|
||||||
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|
||||||
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|
||||||
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|
||||||
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|
||||||
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|
||||||
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|
||||||
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||||||
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||||||
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|
||||||
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|
||||||
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
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|
||||||
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|
||||||
|
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|
||||||
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|
||||||
|
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|
||||||
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|
||||||
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
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|
||||||
|
"model.layers.8.self_attn.q_proj.weight": "model-00001-of-00004.safetensors",
|
||||||
|
"model.layers.8.self_attn.v_proj.weight": "model-00001-of-00004.safetensors",
|
||||||
|
"model.layers.9.input_layernorm.weight": "model-00002-of-00004.safetensors",
|
||||||
|
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|
||||||
|
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|
||||||
|
"model.layers.9.mlp.up_proj.weight": "model-00002-of-00004.safetensors",
|
||||||
|
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|
||||||
|
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|
||||||
|
"model.layers.9.self_attn.k_proj.weight": "model-00001-of-00004.safetensors",
|
||||||
|
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|
||||||
|
"model.layers.9.self_attn.q_norm.weight": "model-00001-of-00004.safetensors",
|
||||||
|
"model.layers.9.self_attn.q_proj.weight": "model-00001-of-00004.safetensors",
|
||||||
|
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|
||||||
|
"model.norm.weight": "model-00004-of-00004.safetensors"
|
||||||
|
}
|
||||||
|
}
|
||||||
31
special_tokens_map.json
Normal file
31
special_tokens_map.json
Normal file
@@ -0,0 +1,31 @@
|
|||||||
|
{
|
||||||
|
"additional_special_tokens": [
|
||||||
|
"<|im_start|>",
|
||||||
|
"<|im_end|>",
|
||||||
|
"<|object_ref_start|>",
|
||||||
|
"<|object_ref_end|>",
|
||||||
|
"<|box_start|>",
|
||||||
|
"<|box_end|>",
|
||||||
|
"<|quad_start|>",
|
||||||
|
"<|quad_end|>",
|
||||||
|
"<|vision_start|>",
|
||||||
|
"<|vision_end|>",
|
||||||
|
"<|vision_pad|>",
|
||||||
|
"<|image_pad|>",
|
||||||
|
"<|video_pad|>"
|
||||||
|
],
|
||||||
|
"eos_token": {
|
||||||
|
"content": "<|endoftext|>",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false
|
||||||
|
},
|
||||||
|
"pad_token": {
|
||||||
|
"content": "<|vision_pad|>",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false
|
||||||
|
}
|
||||||
|
}
|
||||||
BIN
tokenizer.json
(Stored with Git LFS)
Normal file
BIN
tokenizer.json
(Stored with Git LFS)
Normal file
Binary file not shown.
241
tokenizer_config.json
Normal file
241
tokenizer_config.json
Normal file
@@ -0,0 +1,241 @@
|
|||||||
|
{
|
||||||
|
"add_bos_token": false,
|
||||||
|
"add_prefix_space": false,
|
||||||
|
"added_tokens_decoder": {
|
||||||
|
"151643": {
|
||||||
|
"content": "<|endoftext|>",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false,
|
||||||
|
"special": true
|
||||||
|
},
|
||||||
|
"151644": {
|
||||||
|
"content": "<|im_start|>",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false,
|
||||||
|
"special": true
|
||||||
|
},
|
||||||
|
"151645": {
|
||||||
|
"content": "<|im_end|>",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false,
|
||||||
|
"special": true
|
||||||
|
},
|
||||||
|
"151646": {
|
||||||
|
"content": "<|object_ref_start|>",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false,
|
||||||
|
"special": true
|
||||||
|
},
|
||||||
|
"151647": {
|
||||||
|
"content": "<|object_ref_end|>",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false,
|
||||||
|
"special": true
|
||||||
|
},
|
||||||
|
"151648": {
|
||||||
|
"content": "<|box_start|>",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false,
|
||||||
|
"special": true
|
||||||
|
},
|
||||||
|
"151649": {
|
||||||
|
"content": "<|box_end|>",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false,
|
||||||
|
"special": true
|
||||||
|
},
|
||||||
|
"151650": {
|
||||||
|
"content": "<|quad_start|>",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false,
|
||||||
|
"special": true
|
||||||
|
},
|
||||||
|
"151651": {
|
||||||
|
"content": "<|quad_end|>",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false,
|
||||||
|
"special": true
|
||||||
|
},
|
||||||
|
"151652": {
|
||||||
|
"content": "<|vision_start|>",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false,
|
||||||
|
"special": true
|
||||||
|
},
|
||||||
|
"151653": {
|
||||||
|
"content": "<|vision_end|>",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false,
|
||||||
|
"special": true
|
||||||
|
},
|
||||||
|
"151654": {
|
||||||
|
"content": "<|vision_pad|>",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false,
|
||||||
|
"special": true
|
||||||
|
},
|
||||||
|
"151655": {
|
||||||
|
"content": "<|image_pad|>",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false,
|
||||||
|
"special": true
|
||||||
|
},
|
||||||
|
"151656": {
|
||||||
|
"content": "<|video_pad|>",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false,
|
||||||
|
"special": true
|
||||||
|
},
|
||||||
|
"151657": {
|
||||||
|
"content": "<tool_call>",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false,
|
||||||
|
"special": false
|
||||||
|
},
|
||||||
|
"151658": {
|
||||||
|
"content": "</tool_call>",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false,
|
||||||
|
"special": false
|
||||||
|
},
|
||||||
|
"151659": {
|
||||||
|
"content": "<|fim_prefix|>",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false,
|
||||||
|
"special": false
|
||||||
|
},
|
||||||
|
"151660": {
|
||||||
|
"content": "<|fim_middle|>",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false,
|
||||||
|
"special": false
|
||||||
|
},
|
||||||
|
"151661": {
|
||||||
|
"content": "<|fim_suffix|>",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false,
|
||||||
|
"special": false
|
||||||
|
},
|
||||||
|
"151662": {
|
||||||
|
"content": "<|fim_pad|>",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false,
|
||||||
|
"special": false
|
||||||
|
},
|
||||||
|
"151663": {
|
||||||
|
"content": "<|repo_name|>",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false,
|
||||||
|
"special": false
|
||||||
|
},
|
||||||
|
"151664": {
|
||||||
|
"content": "<|file_sep|>",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false,
|
||||||
|
"special": false
|
||||||
|
},
|
||||||
|
"151665": {
|
||||||
|
"content": "<tool_response>",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false,
|
||||||
|
"special": false
|
||||||
|
},
|
||||||
|
"151666": {
|
||||||
|
"content": "</tool_response>",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false,
|
||||||
|
"special": false
|
||||||
|
},
|
||||||
|
"151667": {
|
||||||
|
"content": "<think>",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false,
|
||||||
|
"special": false
|
||||||
|
},
|
||||||
|
"151668": {
|
||||||
|
"content": "</think>",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false,
|
||||||
|
"special": false
|
||||||
|
}
|
||||||
|
},
|
||||||
|
"additional_special_tokens": [
|
||||||
|
"<|im_start|>",
|
||||||
|
"<|im_end|>",
|
||||||
|
"<|object_ref_start|>",
|
||||||
|
"<|object_ref_end|>",
|
||||||
|
"<|box_start|>",
|
||||||
|
"<|box_end|>",
|
||||||
|
"<|quad_start|>",
|
||||||
|
"<|quad_end|>",
|
||||||
|
"<|vision_start|>",
|
||||||
|
"<|vision_end|>",
|
||||||
|
"<|vision_pad|>",
|
||||||
|
"<|image_pad|>",
|
||||||
|
"<|video_pad|>"
|
||||||
|
],
|
||||||
|
"bos_token": null,
|
||||||
|
"clean_up_tokenization_spaces": false,
|
||||||
|
"eos_token": "<|endoftext|>",
|
||||||
|
"errors": "replace",
|
||||||
|
"extra_special_tokens": {},
|
||||||
|
"model_max_length": 32768,
|
||||||
|
"pad_token": "<|vision_pad|>",
|
||||||
|
"padding_side": "right",
|
||||||
|
"split_special_tokens": false,
|
||||||
|
"tokenizer_class": "Qwen2Tokenizer",
|
||||||
|
"unk_token": null,
|
||||||
|
"chat_template": "{%- if messages[0].role == 'system' %}\n{{- '<|im_start|>system\n' + messages[0].content + '<|im_end|>\n' }}\n{%- endif %}\n{%- for message in messages %}\n{%- if message.role != 'system' or not loop.first %}\n{%- if message.role == 'user' or message.role == 'system' %}\n{{- '<|im_start|>' + message.role + '\n' + message.content + '<|im_end|>\n' }}\n{%- elif message.role == 'assistant' %}\n{{- '<|im_start|>assistant\n' + message.content + '<|im_end|>\n' }}\n{%- endif %}\n{%- endif %}\n{%- endfor %}\n{%- if add_generation_prompt %}\n{{- '<|im_start|>assistant\n' }}\n{%- endif %}"
|
||||||
|
}
|
||||||
1
vocab.json
Normal file
1
vocab.json
Normal file
File diff suppressed because one or more lines are too long
Reference in New Issue
Block a user