commit c1b32a088dc8e85e9b3e0b0de032de338e288c85
Author: ModelHub XC <noreply@modelhub.org.cn>
Date:   Tue Jun 16 17:28:14 2026 +0800

    初始化项目，由ModelHub XC社区提供模型
    
    Model: Vikhrmodels/QVikhr-2.5-1.5B-Instruct-r
    Source: Original Platform

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diff --git a/README.md b/README.md
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+---
+library_name: transformers
+model_name: Vikhrmodels/QVikhr-2.5-1.5B-Instruct-r
+base_model:
+- Qwen/Qwen2.5-1.5B
+language:
+- ru
+- en
+license: apache-2.0
+datasets:
+- Vikhrmodels/russian_math
+- openai/gsm8k
+---
+
+# 💨 QVikhr-2.5-1.5B-Instruct-r
+
+Инструктивная модель на основе **QVikhr-2.5-1.5B-Instruct-r**, обученная на русскоязычном датасете **ru Math**. 
+
+## Quantized variants:
+ - [GGUF](https://hf.co/Vikhrmodels/QVikhr-2.5-1.5B-Instruct-r_GGUF)
+ - MLX
+   - [4 bit](https://huggingface.co/Vikhrmodels/QVikhr-2.5-1.5B-Instruct-r_MLX-4bit)
+   - [8 bit](https://huggingface.co/Vikhrmodels/QVikhr-2.5-1.5B-Instruct-r_MLX-8bit)
+
+## Особенности:
+
+- 📚 Основа: [QVikhr-2.5-1.5B-Instruct-r](https://huggingface.co/Vikhrmodels/QVikhr-2.5-1.5B-Instruct-r)
+- 🇷🇺 Специализация: **RU**
+- 🌍 Поддержка: **Bilingual RU/EN**
+
+## Описание:
+
+**Vikhrmodels/QVikhr-2.5-1.5B-Instruct-r** представляет собой языковую модель, прошедшую специализированное обучение с использованием метода **RuMath**. 
+
+
+
+## Обучение:
+
+### Этап алайнмента с GRPO
+Обучили на https://huggingface.co/datasets/Vikhrmodels/russian_math и GSM8k
+
+## Пример кода для запуска:
+
+**Рекомендуемая температура для генерации: 0.4**.
+
+```python
+from transformers import AutoModelForCausalLM, AutoTokenizer
+
+# Load the model and tokenizer
+model_name = "Vikhrmodels/QVikhr-2.5-1.5B-Instruct-r"
+model = AutoModelForCausalLM.from_pretrained(model_name)
+tokenizer = AutoTokenizer.from_pretrained(model_name)
+
+# Prepare the input text
+SYSTEM_PROMPT = """
+Отвечай в таком формате:
+<reasoning>
+...
+</reasoning>
+<answer>
+...
+</answer>
+"""
+
+input_text = "Напиши краткое описание книги Гарри Поттер."
+
+messages = [
+    {'role': 'system', 'content': SYSTEM_PROMPT},
+    {"role": "system", "content": "Вы — Vikhr, ИИ помощник, созданный компанией Vikhr models для предоставления полезной, честной и безопасной информации."},
+    {"role": "user", "content": input_text},
+]
+
+# Tokenize and generate text
+input_ids = tokenizer.apply_chat_template(messages, truncation=True, add_generation_prompt=True, return_tensors="pt")
+output = model.generate(
+    input_ids,
+    max_length=1512,
+    temperature=0.4,
+)
+
+# Decode and print result
+generated_text = tokenizer.decode(output[0], skip_special_tokens=True)
+print(generated_text)
+```
+
+#### Ответ модели:
+
+>**Краткое описание книги "Гарри Поттер"**
+
+>"Гарри Поттер" – это серия книг о мальчике-волшебнике, который обнаруживает в себе силу волшебства после того, как его семья умирает от злого колдуна Драко Малфоя. Главный герой, Гарри Поттер, живёт с родителями на окраине Хогвартса, школы магии и волшебства.
+>В детстве Гарри встречает своего лучшего друга Рона Уизли и его тётку Гермиону Грейнджер. Они вместе отправляются в Хогвартс, где начинают учиться волшебству. В ходе учебы Гарри знакомится с другими учениками: Слизеринами (главные антагонисты) и Хогвартсом как место обучения магии.
+>Самым важным событием в жизни Гарри становится то, что он узнаёт о своем происхождении – он является последним из семьи Поттеров, которые когда-то владели всеми знаниями о волшебстве. Это знание открывает ему путь к своей миссии – борьбе против темных сил, которые стремятся уничтожить волшебство.
+>По мере развития сюжета Гарри сталкивается с различными препятствиями, включая преследование со стороны Драко Малфоя и его друзей, а также внутренние конфликты внутри самого Хогвартса. Однако благодаря поддержке своих друзей и новых знакомых, таких как Философский камень, Гарри продолжает свой путь к победе над темными силами.
+>В конце концов, Гарри и его друзья успешно борются с темными силами, восстанавливают мир в Хогвартсе и получают признание за свои поступки. Книги завершаются тем, что Гарри готовится стать волшебником, но его будущее ещё не определено.
+
+### Авторы
+
+- Sergei Bratchikov, [NLP Wanderer](https://t.me/nlpwanderer), [Vikhr Team](https://t.me/vikhrlabs)
+- Aleksandr Nikolich, [Vikhr Team](https://t.me/vikhrlabs)
+- Nikolay Kompanets, [LakoMoor](https://t.me/lakomoordev), [Vikhr Team](https://t.me/vikhrlabs)
+- Konstantin Korolev, [Vikhr Team](https://t.me/vikhrlabs)
+
+
+```
+@inproceedings{nikolich2024vikhr,
+  title={Vikhr: Advancing Open-Source Bilingual Instruction-Following Large Language Models for Russian and English},
+  author={Aleksandr Nikolich and Konstantin Korolev and Sergei Bratchikov and Nikolay Kompanets and Igor Kiselev and Artem Shelmanov},
+  booktitle={Proceedings of the 4th Workshop on Multilingual Representation Learning (MRL) @ EMNLP-2024},
+  year={2024},
+  publisher={Association for Computational Linguistics},
+  url={https://arxiv.org/pdf/2405.13929}
+}
+```
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+  ],
+  "bos_token": null,
+  "chat_template": "{%- if tools %}\n    {{- '<|im_start|>system\\n' }}\n    {%- if messages[0]['role'] == 'system' %}\n        {{- messages[0]['content'] }}\n    {%- else %}\n        {{- 'You are Qwen, created by Alibaba Cloud. You are a helpful assistant.' }}\n    {%- endif %}\n    {{- \"\\n\\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    {%- else %}\n        {{- '<|im_start|>system\\nYou are Qwen, created by Alibaba Cloud. You are a helpful assistant.<|im_end|>\\n' }}\n    {%- endif %}\n{%- endif %}\n{%- for message in messages %}\n    {%- if (message.role == \"user\") or (message.role == \"system\" and not loop.first) or (message.role == \"assistant\" and not message.tool_calls) %}\n        {{- '<|im_start|>' + message.role + '\\n' + message.content + '<|im_end|>' + '\\n' }}\n    {%- elif message.role == \"assistant\" %}\n        {{- '<|im_start|>' + message.role }}\n        {%- if message.content %}\n            {{- '\\n' + message.content }}\n        {%- endif %}\n        {%- for tool_call in message.tool_calls %}\n            {%- if tool_call.function is defined %}\n                {%- set tool_call = tool_call.function %}\n            {%- endif %}\n            {{- '\\n<tool_call>\\n{\"name\": \"' }}\n            {{- tool_call.name }}\n            {{- '\", \"arguments\": ' }}\n            {{- tool_call.arguments | tojson }}\n            {{- '}\\n</tool_call>' }}\n        {%- endfor %}\n        {{- '<|im_end|>\\n' }}\n    {%- elif message.role == \"tool\" %}\n        {%- if (loop.index0 == 0) or (messages[loop.index0 - 1].role != \"tool\") %}\n            {{- '<|im_start|>user' }}\n        {%- endif %}\n        {{- '\\n<tool_response>\\n' }}\n        {{- message.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' }}\n{%- endif %}\n",
+  "clean_up_tokenization_spaces": false,
+  "eos_token": "<|im_end|>",
+  "errors": "replace",
+  "extra_special_tokens": {},
+  "model_max_length": 32768,
+  "pad_token": "<|endoftext|>",
+  "padding_side": "left",
+  "split_special_tokens": false,
+  "tokenizer_class": "Qwen2Tokenizer",
+  "unk_token": null
+}
diff --git a/vocab.json b/vocab.json
new file mode 100644
index 0000000..6c49fc6
--- /dev/null
+++ b/vocab.json
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ca10d7e9fb3ed18575dd1e277a2579c16d108e32f27439684afa0e10b1440910
+size 2776833