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Initial release: Darwin-28B-KR — Korean-specialized 2nd-gen mother model

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.gitattributes CHANGED
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  *.zip filter=lfs diff=lfs merge=lfs -text
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  *.zst filter=lfs diff=lfs merge=lfs -text
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  *tfevents* filter=lfs diff=lfs merge=lfs -text
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+ tokenizer.json filter=lfs diff=lfs merge=lfs -text
README.md ADDED
@@ -0,0 +1,133 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ ---
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+ license: apache-2.0
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+ language:
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+ - en
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+ - ko
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+ base_model:
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+ - FINAL-Bench/Darwin-28B-Opus
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+ - FINAL-Bench/Darwin-27B-KR
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+ pipeline_tag: text-generation
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+ tags:
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+ - darwin
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+ - korean
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+ - reasoning
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+ - multimodal
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+ - qwen3.5
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+ - evolutionary-merge
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+ library_name: transformers
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+ ---
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+
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+ # Darwin-28B-KR
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+
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+ > **Darwin family 한국어 특화 2세대 모체 모델**
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+ > 28B 영어 추론력과 27B 한국어 능력을 통합한 Darwin V7 진화 머지 결과물.
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+
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+ ## 🎯 모델 포지셔닝
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+
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+ Darwin-28B-KR은 Darwin family에서 **한국어 특화 2세대 모델 개발의 모체(母體)** 로 설계되었습니다.
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+
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+ 이 모델 자체로 사용 가능하며, 향후 다양한 한국어 도메인 특화 모델(법률·의료·금융·학술 등)의 **공통 출발점**이 됩니다.
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+
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+ ## 🧬 Lineage
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+
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+ ```
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+ Qwen3.5-27B (Alibaba Qwen team)
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+
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+
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+ Darwin-27B-Opus (FINAL-Bench)
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+ │ Darwin V7 evolutionary merge
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+
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+ ┌───┴────────────────────────┐
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+ ▼ ▼
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+ Darwin-28B-Opus Darwin-27B-KR
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+ (English/reasoning (Korean-specialized
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+ + multimodal) champion)
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+ │ │
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+ └────────┬───────────────────┘
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+ │ Darwin V7 MRI-aware merge
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+
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+ Darwin-28B-KR ← this model (2nd-gen mother)
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+ ```
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+
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+ ## ⚙️ 구성 능력
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+
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+ | 능력 | 출처 | 강도 |
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+ |---|---|---|
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+ | 한국어 이해/생성 | Darwin-27B-KR 계열 | ⭐⭐⭐⭐⭐ |
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+ | 영어 추론 | Darwin-28B-Opus 계열 | ⭐⭐⭐⭐ |
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+ | 멀티모달 (이미지/비디오) | Darwin-28B-Opus 보존 | ⭐⭐⭐⭐ |
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+ | 한국어 추론 (CSAT/PSAT) | 통합 효과 | ⭐⭐⭐⭐⭐ |
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+ | 영한 코드스위칭 | 통합 효과 | ⭐⭐⭐⭐ |
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+
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+ ## 📊 Specs
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+
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+ | | |
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+ |---|---|
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+ | Architecture | Qwen3_5ForConditionalGeneration (hybrid full + linear attention) |
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+ | Parameters | ~28B |
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+ | Hidden size | 5120 |
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+ | Layers | 64 |
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+ | Vocab size | 248,320 |
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+ | Format | bfloat16 (52 GB on disk) |
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+ | Context | 8K~32K (deployment dependent) |
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+
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+ ## 🚀 Usage
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+
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+ ### vLLM (recommended)
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+
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+ ```bash
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+ vllm serve FINAL-Bench/Darwin-28B-KR \
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+ --trust-remote-code \
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+ --port 8000 \
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+ --enforce-eager \
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+ --max-model-len 8192 \
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+ --gpu-memory-utilization 0.85
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+ ```
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+
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+ ### OpenAI-compatible client
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+
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+ ```python
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+ from openai import OpenAI
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+
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+ client = OpenAI(base_url="http://localhost:8000/v1", api_key="EMPTY")
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+ response = client.chat.completions.create(
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+ model="FINAL-Bench/Darwin-28B-KR",
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+ messages=[{"role": "user", "content": "한국의 광복절은 무엇을 기념하는 날인가요?"}],
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+ max_tokens=2048,
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+ temperature=0.0,
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+ )
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+ ```
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+
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+ ## 🖥️ Hardware
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+
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+ | GPU family | Status |
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+ |---|---|
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+ | NVIDIA Blackwell (B200) | ✅ Best |
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+ | NVIDIA Hopper (H100/H200) | ✅ Recommended |
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+ | NVIDIA Ada (L40S) | ⚠️ Marginal (52 GB BF16) |
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+ | Older Ampere | ❌ Insufficient VRAM |
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+
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+ **Minimum VRAM**: ~55 GB for inference at BF16.
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+
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+ ## 🌳 2세대 도메인 특화 모델 개발 (예정)
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+
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+ 이 모체에서 파생될 예정인 한국어 특화 변종들:
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+
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+ - **Darwin-28B-KR-Legal** — 법률 도메인 SFT
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+ - **Darwin-28B-KR-Medical** — 의료 도메인 SFT
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+ - **Darwin-28B-KR-Finance** — 금융 도메인 SFT
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+ - **Darwin-28B-KR-Code** — 한국어 주석 코드 생성
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+ - **Darwin-28B-KR-MFP4** — 메모리 효율 양자화 버전
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+
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+ 각 변종은 이 모델을 base로 하여 도메인 데이터로 미세조정/머지됩니다.
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+
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+ ## 🙏 Credits
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+
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+ - Architecture lineage: Qwen3.5 (Alibaba Qwen team)
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+ - Father: [FINAL-Bench/Darwin-28B-Opus](https://huggingface.co/FINAL-Bench/Darwin-28B-Opus)
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+ - Mother: [FINAL-Bench/Darwin-27B-KR](https://huggingface.co/FINAL-Bench/Darwin-27B-KR)
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+ - Merge methodology: Darwin V7 MRI-aware evolutionary merge
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+
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+ ## 📜 License
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+
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+ Apache 2.0 (inherited from base models).
chat_template.jinja ADDED
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+ {%- if tools %}
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+ {{- '<|im_start|>system\n' }}
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+ {%- if messages[0].role == 'system' %}
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+ {{- messages[0].content + '\n\n' }}
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+ {%- endif %}
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+ {{- "# Tools\n\nYou may call one or more functions to assist with the user query.\n\nYou are provided with function signatures within <tools></tools> XML tags:\n<tools>" }}
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+ {%- for tool in tools %}
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+ {{- "\n" }}
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+ {{- tool | tojson }}
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+ {{- "\n</tools>\n\nFor each function call, return a json object with function name and arguments within <tool_call></tool_call> XML tags:\n<tool_call>\n{\"name\": <function-name>, \"arguments\": <args-json-object>}\n</tool_call><|im_end|>\n" }}
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+ {%- else %}
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+ {%- if messages[0].role == 'system' %}
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+ {{- '<|im_start|>system\n' + messages[0].content + '<|im_end|>\n' }}
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+ {%- endif %}
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+ {%- endif %}
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+ {%- set ns = namespace(multi_step_tool=true, last_query_index=messages|length - 1) %}
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+ {%- for message in messages[::-1] %}
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+ {%- set index = (messages|length - 1) - loop.index0 %}
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+ {%- if ns.multi_step_tool and message.role == "user" and message.content is string and not(message.content.startswith('<tool_response>') and message.content.endswith('</tool_response>')) %}
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+ {%- set ns.multi_step_tool = false %}
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+ {%- set ns.last_query_index = index %}
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+ {%- endif %}
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+ {%- endfor %}
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+ {%- for message in messages %}
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+ {%- if message.content is string %}
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+ {%- set content = message.content %}
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+ {%- else %}
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+ {%- set content = '' %}
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+ {%- endif %}
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+ {{- '<|im_start|>' + message.role + '\n' + content + '<|im_end|>' + '\n' }}
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+ {%- elif message.role == "assistant" %}
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+ {%- set reasoning_content = '' %}
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+ {%- if message.reasoning_content is string %}
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+ {%- set reasoning_content = message.reasoning_content %}
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+ {%- else %}
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+ {%- if '</think>' in content %}
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+ {%- set reasoning_content = content.split('</think>')[0].rstrip('\n').split('<think>')[-1].lstrip('\n') %}
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+ {%- set content = content.split('</think>')[-1].lstrip('\n') %}
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+ {%- endif %}
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+ {%- endif %}
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+ {%- if loop.index0 > ns.last_query_index %}
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+ {%- if loop.last or (not loop.last and reasoning_content) %}
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+ {{- '<|im_start|>' + message.role + '\n<think>\n' + reasoning_content.strip('\n') + '\n</think>\n\n' + content.lstrip('\n') }}
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+ {%- else %}
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+ {{- '<|im_start|>' + message.role + '\n' + content }}
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+ {%- endif %}
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+ {%- else %}
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+ {{- '<|im_start|>' + message.role + '\n' + content }}
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+ {%- endif %}
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+ {%- if message.tool_calls %}
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+ {%- for tool_call in message.tool_calls %}
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+ {%- if (loop.first and content) or (not loop.first) %}
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+ {%- set tool_call = tool_call.function %}
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+ {{- tool_call.name }}
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+ {{- '}\n</tool_call>' }}
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+ {%- endif %}
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+ {{- '<|im_end|>\n' }}
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+ {%- elif message.role == "tool" %}
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+ {%- if loop.first or (messages[loop.index0 - 1].role != "tool") %}
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+ {{- '<|im_start|>user' }}
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+ {%- endif %}
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+ {{- '\n<tool_response>\n' }}
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+ {{- content }}
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+ {{- '\n</tool_response>' }}
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+ {%- if loop.last or (messages[loop.index0 + 1].role != "tool") %}
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+ {{- '<|im_end|>\n' }}
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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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+ <think>
87
+ ' }}
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+ {%- endif %}
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+ "chat_template": "{%- if tools %}\n {{- '<|im_start|>system\\n' }}\n {%- if messages[0].role == 'system' %}\n {{- messages[0].content + '\\n\\n' }}\n {%- endif %}\n {{- \"# Tools\\n\\nYou may call one or more functions to assist with the user query.\\n\\nYou are provided with function signatures within <tools></tools> XML tags:\\n<tools>\" }}\n {%- for tool in tools %}\n {{- \"\\n\" }}\n {{- tool | tojson }}\n {%- endfor %}\n {{- \"\\n</tools>\\n\\nFor each function call, return a json object with function name and arguments within <tool_call></tool_call> XML tags:\\n<tool_call>\\n{\\\"name\\\": <function-name>, \\\"arguments\\\": <args-json-object>}\\n</tool_call><|im_end|>\\n\" }}\n{%- else %}\n {%- if messages[0].role == 'system' %}\n {{- '<|im_start|>system\\n' + messages[0].content + '<|im_end|>\\n' }}\n {%- endif %}\n{%- endif %}\n{%- set ns = namespace(multi_step_tool=true, last_query_index=messages|length - 1) %}\n{%- for message in messages[::-1] %}\n {%- set index = (messages|length - 1) - loop.index0 %}\n {%- if ns.multi_step_tool and message.role == \"user\" and message.content is string and not(message.content.startswith('<tool_response>') and message.content.endswith('</tool_response>')) %}\n {%- set ns.multi_step_tool = false %}\n {%- set ns.last_query_index = index %}\n {%- endif %}\n{%- endfor %}\n{%- for message in messages %}\n {%- if message.content is string %}\n {%- set content = message.content %}\n {%- else %}\n {%- set content = '' %}\n {%- endif %}\n {%- if (message.role == \"user\") or (message.role == \"system\" and not loop.first) %}\n {{- '<|im_start|>' + message.role + '\\n' + content + '<|im_end|>' + '\\n' }}\n {%- elif message.role == \"assistant\" %}\n {%- set reasoning_content = '' %}\n {%- if message.reasoning_content is string %}\n {%- set reasoning_content = message.reasoning_content %}\n {%- else %}\n {%- if '</think>' in content %}\n {%- set reasoning_content = content.split('</think>')[0].rstrip('\\n').split('<think>')[-1].lstrip('\\n') %}\n {%- set content = content.split('</think>')[-1].lstrip('\\n') %}\n {%- endif %}\n {%- endif %}\n {%- if loop.index0 > ns.last_query_index %}\n {%- if loop.last or (not loop.last and reasoning_content) %}\n {{- '<|im_start|>' + message.role + '\\n<think>\\n' + reasoning_content.strip('\\n') + '\\n</think>\\n\\n' + content.lstrip('\\n') }}\n {%- else %}\n {{- '<|im_start|>' + message.role + '\\n' + content }}\n {%- endif %}\n {%- else %}\n {{- '<|im_start|>' + message.role + '\\n' + content }}\n {%- endif %}\n {%- if message.tool_calls %}\n {%- for tool_call in message.tool_calls %}\n {%- if (loop.first and content) or (not loop.first) %}\n {{- '\\n' }}\n {%- endif %}\n {%- if tool_call.function %}\n {%- set tool_call = tool_call.function %}\n {%- endif %}\n {{- '<tool_call>\\n{\"name\": \"' }}\n {{- tool_call.name }}\n {{- '\", \"arguments\": ' }}\n {%- if tool_call.arguments is string %}\n {{- tool_call.arguments }}\n {%- else %}\n {{- tool_call.arguments | tojson }}\n {%- endif %}\n {{- '}\\n</tool_call>' }}\n {%- endfor %}\n {%- endif %}\n {{- '<|im_end|>\\n' }}\n {%- elif message.role == \"tool\" %}\n {%- if loop.first or (messages[loop.index0 - 1].role != \"tool\") %}\n {{- '<|im_start|>user' }}\n {%- endif %}\n {{- '\\n<tool_response>\\n' }}\n {{- content }}\n {{- '\\n</tool_response>' }}\n {%- if loop.last or (messages[loop.index0 + 1].role != \"tool\") %}\n {{- '<|im_end|>\\n' }}\n {%- endif %}\n {%- endif %}\n{%- endfor %}\n{%- if add_generation_prompt %}\n {{- '<|im_start|>assistant\n<think>\n' }}\n{%- endif %}"
300
+ }