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Model: UNIVA-Bllossom/DeepSeek-llama3.1-Bllossom-8B
Source: Original Platform
---
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 model-00004-of-00004.safetensors |    3 +
 model.safetensors.index.json     |  298 +++++
 special_tokens_map.json          |   23 +
 tokenizer.json                   |    3 +
 tokenizer_config.json            | 2067 ++++++++++++++++++++++++++++++
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diff --git a/README.md b/README.md
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+---
+license: mit
+language:
+- ko
+- en
+base_model:
+- deepseek-ai/DeepSeek-R1-Distill-Llama-8B
+library_name: transformers
+---
+# DeepSeek-llama3.1-Bllossom-8B
+
+DeepSeek-Bllossom Series는 기존 DeepSeek-R1-Distill Series 모델의 language mixing, 다국어 성능 저하 문제를 해결하기 위해 추가로 학습된 모델입니다.
+
+DeepSeek-llama3.1-Bllossom-8B는 DeepSeek-R1-distill-Llama-8B 모델을 베이스로 구축된 모델로, 한국어 환경에서의 추론 성능 향상을 목표로 개발되었습니다.
+
+본 모델은 UNIVA와 Bllossom팀이 합작으로 제작한 첫 번째 모델입니다.
+
+<div align="center">
+
+| **Model** | **Base Model** | **Download** |
+| :------------: | :------------: | :------------: |
+| DeepSeek-qwen-Bllossom-1.5B  | [DeepSeek-R1-Distill-Qwen-1.5B](https://huggingface.co/deepseek-ai/DeepSeek-R1-Distill-Qwen-1.5B) | 공개예정  |
+| DeepSeek-qwen-Bllossom-7B  | [DeepSeek-R1-Distill-Qwen-7B](https://huggingface.co/deepseek-ai/DeepSeek-R1-Distill-Qwen-7B) | 공개예정  |
+| DeepSeek-llama3.1-Bllossom-8B  | [DeepSeek-R1-Distill-Llama-8B](https://huggingface.co/deepseek-ai/DeepSeek-R1-Distill-Llama-8B) | [🤗 HuggingFace](https://huggingface.co/UNIVA-Bllossom/DeepSeek-llama3.1-Bllossom-8B)   |
+| DeepSeek-qwen-Bllossom-14B   | [DeepSeek-R1-Distill-Qwen-14B](https://huggingface.co/deepseek-ai/DeepSeek-R1-Distill-Qwen-14B) | 공개예정   |
+| DeepSeek-qwen-Bllossom-32B  | [DeepSeek-R1-Distill-Qwen-32B](https://huggingface.co/deepseek-ai/DeepSeek-R1-Distill-Qwen-32B) | [🤗 HuggingFace](https://huggingface.co/UNIVA-Bllossom/DeepSeek-qwen-Bllossom-32B)  |
+| DeepSeek-llama3.3-Bllossom-70B  | [DeepSeek-R1-Distill-Llama-70B](https://huggingface.co/deepseek-ai/DeepSeek-R1-Distill-Llama-70B) | [🤗 HuggingFace](https://huggingface.co/UNIVA-Bllossom/DeepSeek-llama3.3-Bllossom-70B )   |
+
+</div>
+
+
+
+
+## 1. Introduction
+
+DeepSeek-llama3.1-Bllossom-8B은 DeepSeek-R1-distill-Llama-8B 모델을 베이스로 구축된 모델로, 기존 베이스 모델이 영어와 중국어 위주의 데이터로 학습된 한계를 극복하고자 개발되었습니다. 특히, 기존 DeepSeek-R1-distill-Llama-8B의 경우 한국어로 추론 시 모델 성능이 크게 하락하는 문제가 있었는데, DeepSeek-Bllossom은 이 문제를 해결하기 위해 내부 사고 과정은 영어로 수행하고 최종 사용자에게 제공되는 응답은 입력 언어에 따라 출력되도록 추가로 학습되었습니다. 이를 통해 한국어 환경에서의 추론 성능이 크게 개선되었습니다.
+
+학습에는 한국어, 영어 reasoning 데이터를 사용하였으며, 기존 DeepSeek-R1 모델 학습에 주로 사용된 STEM 분야 데이터 외에도 다양한 분야의 데이터가 포함되었습니다. 데이터셋 설계와 모델 학습 과정에서 DeepSeek-llama3.1-Bllossom-8B는 한국어 사용 환경에서 더 정확하고 신뢰할 수 있는 추론 결과를 제공하는 것을 주된 목표로 개발되었습니다.
+
+---
+
+## 2. Post-training
+
+DeepSeek-llama3.1-Bllossom-8B는 자체적으로 제작한 다양한 reasoning 데이터를 활용하여 post-training 과정을 진행하였습니다. 이 과정에서는 대규모 모델이 보유한 우수한 reasoning 능력과 한국어 처리 능력을 DeepSeek-R1-distill-Llama-8B 모델에 효과적으로 distillation하는 방법을 적용하였습니다. 이를 통해 기존 모델의 성능을 보완하고, 복합적인 추론 문제에 대해 더 정확하며 신뢰할 수 있는 응답을 생성할 수 있도록 최적화하였습니다.
+
+---
+
+## 3. inference
+
+```python
+from transformers import AutoModelForCausalLM, AutoTokenizer
+import torch
+
+model = AutoModelForCausalLM.from_pretrained(
+    "UNIVA-Bllossom/DeepSeek-llama3.1-Bllossom-8B",
+    torch_dtype="auto",
+    device_map="auto"
+)
+tokenizer = AutoTokenizer.from_pretrained("UNIVA-Bllossom/DeepSeek-llama3.3-Bllossom-70B")
+
+system='''
+You are a highly capable assistant. For every user question, follow these instructions exactly:
+	1.	First, think through the problem step-by-step in English. Enclose all of your internal reasoning between <think> and </think> tags. This chain-of-thought should detail your reasoning process.
+	2.	After the closing </think> tag, provide your final answer.
+	3.	Do not include any additional text or commentary outside of this format.
+	4.	Your output should strictly follow this structure:
+
+<think>
+[Your detailed step-by-step reasoning in English]
+</think>
+[Your final answer]
+'''
+
+text="철수, 영희, 민수가 3회의 게임에서 점수를 받았습니다. 영희의 점수는 민수의 점수의 두 배이며, 민수의 점수는 철수의 4배입니다. 철수가 10점을 받았다면 이 3명의 평균 점수를 계산하세요."
+chat = [
+    {"role": "system", "content": system},
+    {"role": "user", "content": text}
+]
+
+prompt=tokenizer.apply_chat_template(chat, tokenize=False, add_generation_prompt=True)
+model_inputs = tokenizer(
+    prompt,
+    return_tensors="pt",
+    add_special_tokens=True
+)
+
+if "token_type_ids" in model_inputs:
+    del model_inputs["token_type_ids"]
+
+model_inputs = {k: v.to(model.device) for k, v in model_inputs.items()}
+
+generated_ids = model.generate(
+    **model_inputs,
+    max_new_tokens=8192,
+)
+
+```
+
+## 4. 모델 응답 비교
+
+| 입력 (Prompt) | DeepSeek-R1-distill-Llama-70B | DeepSeek-llama3.3-Bllossom-70B |
+| ------------- | ----------------------------- | -------------------------- |
+| **Alice, Bob, Charlie가 3회의 게임에서 점수를 받았습니다.<br>Alice의 점수는 Bob의 점수의 두 배이며, Bob의 점수는 Charlie의 4배입니다.<br>Charlie가 10점을 받았다면 이 3명의 평균 점수를 계산하세요.** |<br>Charlie의 점수는 10점입니다.<br>Bob의 점수는 Charlie의 4배이므로, Bob의 점수는 <br>$$<br>4 \\times 10 = 40<br>$$<br>점입니다.<br>Alice의 점수는 Bob의 점수의 두 배이므로, Alice의 점수는 <br>$$<br>2 \\times 40 = 80<br>$$<br>점입니다.<br>세人的 총 점수는 <br>$$<br>10 + 40 + 80 = 130<br>$$<br>점입니다.<br>평균 점수는 <br>$$<br>\\frac{130}{3} \\approx 43.33$점입니다.<br>$$<br>\\boxed{43.33}<br>$$<br>Charlie의 점수는 10점입니다. | <br>Charlie의 점수는 10점으로 주어졌습니다. Bob의 점수는 Charlie의 점수의 4배이며, 이는 다음과 같이 계산됩니다:<br>$$<br>4 \times 10 = 40<br>$$<br>Alice의 점수는 Bob의 점수의 두 배이며, 이는 다음과 같습니다:<br>$$<br>2 \times 40 = 80<br>$$<br>세 사람의 총 점수는 다음과 같습니다:<br>$$<br>10 + 40 + 80 = 130<br>$$<br>이 세 사람의 평균 점수는 총 점수를 사람 수로 나누어 계산됩니다:<br>$$<br>\frac{130}{3}<br>$$<br>따라서, 이 세 사람의 평균 점수는 <br>$$<br>\boxed{\dfrac{130}{3}}<br>$$<br>입니다. |
+| **소수가 무한하다는 사실을 3가지 방법으로 증명하시오.** | <br>以下是用三种方法证明素数无限的详细步骤：<br>### 方法一：欧几里得的反证法<br>1. **假设**：假设素数是有限的，且所有素数为 $ p_1, p_2, p_3, \\ldots, p_n $。<br>2. **构造数**：构造一个新数 $ N = (p_1 \\times p_2 \\times p_3 \\times \\ldots \\times p_n) + 1 $。<br>3. **分析N的性质**：<br>   - 如果N是素数，则N不在原假设的素数列表中，与假设矛盾。<br>   - 如果N是合数，则存在某个素数 $ p $ 整除N。但由于N除以任何 $ p_i $ 都余1，故 $ p $ 不在原列表中，同样矛盾。<br>4. **结论**：因此，素数必须是无限的。<br>### 方法二：费马数的性质<br>1. **定义**：费马数形如 $ F_k = 2^{2^k} + 1 $，其中 $ k $ 为非负整数。<br>2. **假设**：假设素数是有限的，且所有素数为 $ p_1, p_2, \\ldots, p_n $。<br>3. **构造费马数**：对于每个 $ k $，构造 $ F_k $。如果 $ F_k $ 是素数，则不在原列表中；如果是合数，其素因数不在原列表中。<br>4. **结论**：因此，素数必须是无限的。<br>### 方法三：欧拉函数与素数无限性<br>1. **欧拉函数**：欧拉函数 $ \\phi(n) $ 表示小于 $ n $ 且与 $ n $ 互质的数的个数。<br>2. **假设**：假设素数有限，记为 $ p_1, p_2, \\ldots, p_n $。<br>3. **构造数**：考虑形如 $ N = p_1^{k_1} p_2^{k_2} \\ldots p_n^{k_n} $ 的数，其欧拉函数为 $ \\phi(N) = N \\prod_{i=1}^{n} \\left(1 - \\frac{1}{p_i}\\right) $。<br>4. **分析**：如果素数有限，$ \\prod_{p \\text{素数}} \\left(1 - \\frac{1}{p}\\right) $ 收敛，但实际上该积发散，导致矛盾。<br>5. **结论**：因此，素数必须是无限的。<br>这三种方法各自从不同的角度证明了素数的无限性，展示了数论中素数无限性的深刻性。 | <br>소수가 무한하다는 것을 3가지 방법으로 증명하기 위해, 우리는 다음과 같은 접근 방식을 사용할 수 있습니다:<br>1. **유클리드의 모순 증명**:<br>   - **가정**: 소수는 유한한 개수 $ p_1, p_2, \\dots, p_n $이라고 가정합니다.<br>   - **구성**: $ P = p_1 \\times p_2 \\times \\dots \\times p_n + 1 $으로 정의합니다.<br>   - **결론**: $ P $가 소수이면, 그것은 목록에 없는 새로운 소수입니다. 만약 $ P $가 합성수이면, 그것은 목록에 없는 소수를 포함해야 합니다. 두 경우 모두 가정에 모순됩니다. 따라서, 소수는 무한합니다.<br>2. **팩토리얼 접근법**:<br>   - **가정**: 소수는 유한한 개수 $ p_1, p_2, \\dots, p_n $이라고 가정합니다.<br>   - **구성**: $ n! + 1 $을 고려하십시오, 여기서 $ n $은 가장 큰 소수입니다.<br>   - **결론**: $ n! $은 모든 $ p_i $로 나누어 떨어지므로, $ n! + 1 $은 $ p_i $ 중 어느 것도 포함하지 않습니다. 만약 $ n! + 1 $이 소수이면, 그것은 $ n $보다 큰 새로운 소수입니다. 만약 $ n! + 1 $이 합성수이면, 그것은 $ n $보다 큰 소수를 포함해야 합니다. 두 경우 모두 가정에 모순됩니다. 따라서, 소수는 무한합니다.<br>3. **오일러의 제타 함수 증명**:<br>   - **개념**: 오일러는 제타 함수 $ \\zeta(s) = \\sum_{k=1}^\\infty \\frac{1}{k^s} $가 소수에 대한 곱으로 표현될 수 있음을 보였습니다: $ \\zeta(s) = \\prod_{p \\text{ 소수}} \\frac{1}{1 - \\frac{1}{p^s}} $.<br>   - **결론**: 만약 소수가 유한하면, 곱은 유한해야 할 것입니다. 그러나 $ s $가 1보다 큰 값을 향해 접근할 때, $ \\zeta(s) $는 무한대로 발산합니다. 이것은 곱이 발산해야 함을 요구하며, 따라서 소수는 무한해야 합니다.<br>각 방법은 소수가 무한하다는 것을 확증하며, 서로 다른 수학적 원칙에 기반을 둡니다. 유클리드의 증명은 모순을 사용합니다, 팩토리얼 접근법은 간단한 수론을 사용하며, 오일러의 증명은 해석적 수론의 도구를 사용합니다. 세 방법 모두 소수 무한성에 대한 이해를 강화합니다. |
+
+## 5. Benchmark
+- dtype을 float16으로 추론을 진행하였습니다.
+- max_tokens: 32786
+- temperature: 0.7
+- 평가 방식: 각 벤치마크를 3회 반복 실행한 후 평균 점수를 산출하였습니다.
+- _en 벤치마크: 원본 벤치마크 질문을 그대로 사용하였습니다.
+- _ko 벤치마크: 원본 벤치마크 질문을 한국어로 고품질 번역하여 사용하였습니다.
+  
+| Model                                 | AIME24_ko | AIME24_en | MATH500_ko | MATH500_en |
+|---------------------------------------|-----------|-----------|------------|------------|
+| DeepSeek-R1-Distill-Llama-8B          | 25.56     | 46.67     | 63.40      | 88.87      |
+| DeepSeek-llama3.1-Bllossom-8B         | 36.67     | 40.00     | 78.07      | 87.80      |
+| DeepSeek-R1-Distill-Llama-70B         | 58.89     | 70.00     | 88.53      | 93.73      |
+| DeepSeek-llama3.3-Bllossom-70B        | 62.22     | 65.56     | 88.40      | 93.33      |
+
+## 6. License
+
+This code repository and the model weights are licensed under the MIT License.
+DeepSeek-Bllossom series support commercial use, allow for any modifications and derivative works, including, but not limited to, distillation for training other LLMs. Please note that:
+- **DeepSeek-R1-Distill-Llama-8B** is derived from Llama3.1-8B-Instruct and is originally licensed under llama3.1 license.
+- **DeepSeek-llama3.1-Bllossom-8B** is derived from DeepSeek-R1-Distill-Llama-8B and is originally licensed under llama3.1 license.
+
+## 7. Contributor
+- **UNIVA AI Team** ([UNIVA](https://univa.co.kr), Main contributor)
+- 최창수 (서울과학기술대학교, [MLP연구실](https://sites.google.com/view/aailab) 석사과정)
+- **임경태** (KAIST, [MLP연구실](https://sites.google.com/view/aailab) 교수)
+
+## 8. Contact
+If you have any questions, please raise an issue or contact us at [frodobaggins@univa.co.kr](frodobaggins@univa.co.kr) or [ktlim@seoultech.ac.kr](ktlim@seoultech.ac.kr).
\ No newline at end of file
diff --git a/config.json b/config.json
new file mode 100644
index 0000000..884141a
--- /dev/null
+++ b/config.json
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+      "special": true
+    },
+    "128246": {
+      "content": "<|reserved_special_token_238|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "128247": {
+      "content": "<|reserved_special_token_239|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "128248": {
+      "content": "<|reserved_special_token_240|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "128249": {
+      "content": "<|reserved_special_token_241|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "128250": {
+      "content": "<|reserved_special_token_242|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "128251": {
+      "content": "<|reserved_special_token_243|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "128252": {
+      "content": "<|reserved_special_token_244|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "128253": {
+      "content": "<|reserved_special_token_245|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "128254": {
+      "content": "<|reserved_special_token_246|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "128255": {
+      "content": "<|reserved_special_token_247|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    }
+  },
+  "bos_token": "<｜begin▁of▁sentence｜>",
+  "chat_template": "{% if not add_generation_prompt is defined %}{% set add_generation_prompt = false %}{% endif %}{% set ns = namespace(is_first=false, is_tool=false, is_output_first=true, system_prompt='') %}{%- for message in messages %}{%- if message['role'] == 'system' %}{% set ns.system_prompt = message['content'] %}{%- endif %}{%- endfor %}{{bos_token}}{{ns.system_prompt}}{%- for message in messages %}{%- if message['role'] == 'user' %}{%- set ns.is_tool = false -%}{{'<｜User｜>' + message['content']}}{%- endif %}{%- if message['role'] == 'assistant' and message['content'] is none %}{%- set ns.is_tool = false -%}{%- for tool in message['tool_calls']%}{%- if not ns.is_first %}{{'<｜Assistant｜><｜tool▁calls▁begin｜><｜tool▁call▁begin｜>' + tool['type'] + '<｜tool▁sep｜>' + tool['function']['name'] + '\\n' + '```json' + '\\n' + tool['function']['arguments'] + '\\n' + '```' + '<｜tool▁call▁end｜>'}}{%- set ns.is_first = true -%}{%- else %}{{'\\n' + '<｜tool▁call▁begin｜>' + tool['type'] + '<｜tool▁sep｜>' + tool['function']['name'] + '\\n' + '```json' + '\\n' + tool['function']['arguments'] + '\\n' + '```' + '<｜tool▁call▁end｜>'}}{{'<｜tool▁calls▁end｜><｜end▁of▁sentence｜>'}}{%- endif %}{%- endfor %}{%- endif %}{%- if message['role'] == 'assistant' and message['content'] is not none %}{%- if ns.is_tool %}{{'<｜tool▁outputs▁end｜>' + message['content'] + '<｜end▁of▁sentence｜>'}}{%- set ns.is_tool = false -%}{%- else %}{% set content = message['content'] %}{% if '</think>' in content %}{% set content = content.split('</think>')[-1] %}{% endif %}{{'<｜Assistant｜>' + content + '<｜end▁of▁sentence｜>'}}{%- endif %}{%- endif %}{%- if message['role'] == 'tool' %}{%- set ns.is_tool = true -%}{%- if ns.is_output_first %}{{'<｜tool▁outputs▁begin｜><｜tool▁output▁begin｜>' + message['content'] + '<｜tool▁output▁end｜>'}}{%- set ns.is_output_first = false %}{%- else %}{{'\\n<｜tool▁output▁begin｜>' + message['content'] + '<｜tool▁output▁end｜>'}}{%- endif %}{%- endif %}{%- endfor -%}{% if ns.is_tool %}{{'<｜tool▁outputs▁end｜>'}}{% endif %}{% if add_generation_prompt and not ns.is_tool %}{{'<｜Assistant｜>'}}{% endif %}",
+  "clean_up_tokenization_spaces": false,
+  "eos_token": "<｜end▁of▁sentence｜>",
+  "extra_special_tokens": {},
+  "legacy": true,
+  "model_max_length": 16384,
+  "pad_token": "<｜end▁of▁sentence｜>",
+  "sp_model_kwargs": {},
+  "tokenizer_class": "LlamaTokenizer",
+  "unk_token": null,
+  "use_default_system_prompt": false
+}