From 415160900ced2f791a90aca4645a65741a6f8ca3 Mon Sep 17 00:00:00 2001
From: ModelHub XC <noreply@modelhub.org.cn>
Date: Tue, 5 May 2026 15:03:36 +0800
Subject: [PATCH] =?UTF-8?q?=E5=88=9D=E5=A7=8B=E5=8C=96=E9=A1=B9=E7=9B=AE?=
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 =?UTF-8?q?=E4=BE=9B=E6=A8=A1=E5=9E=8B?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

Model: MTSAIR/Kodify-Nano
Source: Original Platform
---
 .gitattributes             |  52 +++++++
 Apache License MTS AI.docx | Bin 0 -> 22870 bytes
 README.md                  | 284 +++++++++++++++++++++++++++++++++++++
 added_tokens.json          |  24 ++++
 config.json                |  28 ++++
 configuration.json         |   1 +
 generation_config.json     |  18 +++
 merges.txt                 |   3 +
 model.safetensors          |   3 +
 special_tokens_map.json    |  31 ++++
 tokenizer.json             |   3 +
 tokenizer_config.json      | 210 +++++++++++++++++++++++++++
 vocab.json                 |   3 +
 13 files changed, 660 insertions(+)
 create mode 100644 .gitattributes
 create mode 100644 Apache License MTS AI.docx
 create mode 100644 README.md
 create mode 100644 added_tokens.json
 create mode 100644 config.json
 create mode 100644 configuration.json
 create mode 100644 generation_config.json
 create mode 100644 merges.txt
 create mode 100644 model.safetensors
 create mode 100644 special_tokens_map.json
 create mode 100644 tokenizer.json
 create mode 100644 tokenizer_config.json
 create mode 100644 vocab.json

diff --git a/.gitattributes b/.gitattributes
new file mode 100644
index 0000000..460eed9
--- /dev/null
+++ b/.gitattributes
@@ -0,0 +1,52 @@
+*.7z filter=lfs diff=lfs merge=lfs -text
+*.arrow filter=lfs diff=lfs merge=lfs -text
+*.bin filter=lfs diff=lfs merge=lfs -text
+*.bin.* filter=lfs diff=lfs merge=lfs -text
+*.bz2 filter=lfs diff=lfs merge=lfs -text
+*.ftz filter=lfs diff=lfs merge=lfs -text
+*.gz filter=lfs diff=lfs merge=lfs -text
+*.h5 filter=lfs diff=lfs merge=lfs -text
+*.joblib filter=lfs diff=lfs merge=lfs -text
+*.lfs.* filter=lfs diff=lfs merge=lfs -text
+*.model filter=lfs diff=lfs merge=lfs -text
+*.msgpack filter=lfs diff=lfs merge=lfs -text
+*.onnx filter=lfs diff=lfs merge=lfs -text
+*.ot filter=lfs diff=lfs merge=lfs -text
+*.parquet filter=lfs diff=lfs merge=lfs -text
+*.pb filter=lfs diff=lfs merge=lfs -text
+*.pt filter=lfs diff=lfs merge=lfs -text
+*.pth filter=lfs diff=lfs merge=lfs -text
+*.rar filter=lfs diff=lfs merge=lfs -text
+saved_model/**/* filter=lfs diff=lfs merge=lfs -text
+*.tar.* filter=lfs diff=lfs merge=lfs -text
+*.tflite filter=lfs diff=lfs merge=lfs -text
+*.tgz filter=lfs diff=lfs merge=lfs -text
+*.xz filter=lfs diff=lfs merge=lfs -text
+*.zip filter=lfs diff=lfs merge=lfs -text
+*.zstandard filter=lfs diff=lfs merge=lfs -text
+*.tfevents* filter=lfs diff=lfs merge=lfs -text
+*.db* filter=lfs diff=lfs merge=lfs -text
+*.ark* filter=lfs diff=lfs merge=lfs -text
+**/*ckpt*data* filter=lfs diff=lfs merge=lfs -text
+**/*ckpt*.meta filter=lfs diff=lfs merge=lfs -text
+**/*ckpt*.index filter=lfs diff=lfs merge=lfs -text
+ 
+*.ckpt filter=lfs diff=lfs merge=lfs -text
+*.gguf* filter=lfs diff=lfs merge=lfs -text
+*.ggml filter=lfs diff=lfs merge=lfs -text
+*.llamafile* filter=lfs diff=lfs merge=lfs -text
+*.pt2 filter=lfs diff=lfs merge=lfs -text
+*.mlmodel filter=lfs diff=lfs merge=lfs -text
+*.npy filter=lfs diff=lfs merge=lfs -text
+*.npz filter=lfs diff=lfs merge=lfs -text
+*.pickle filter=lfs diff=lfs merge=lfs -text
+*.pkl filter=lfs diff=lfs merge=lfs -text
+*.tar filter=lfs diff=lfs merge=lfs -text
+*.wasm filter=lfs diff=lfs merge=lfs -text
+*.zst filter=lfs diff=lfs merge=lfs -text
+*tfevents* filter=lfs diff=lfs merge=lfs -text
+
+merges.txt filter=lfs diff=lfs merge=lfs -text
+tokenizer.json filter=lfs diff=lfs merge=lfs -text
+vocab.json filter=lfs diff=lfs merge=lfs -text
+model.safetensors filter=lfs diff=lfs merge=lfs -text
\ No newline at end of file
diff --git a/Apache License MTS AI.docx b/Apache License MTS AI.docx
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diff --git a/README.md b/README.md
new file mode 100644
index 0000000..2cb0f08
--- /dev/null
+++ b/README.md
@@ -0,0 +1,284 @@
+---
+library_name: transformers
+language:
+- ru
+- en
+pipeline_tag: text-generation
+license: apache-2.0
+license_name: apache-2.0
+license_link: https://huggingface.co/MTSAIR/Kodify-Nano/blob/main/Apache%20License%20MTS%20AI.docx
+---
+
+
+
+
+# Kodify-Nano 🤖
+
+Kodify-Nano – это легковесная LLM, разработанная для выполнения задач разработки кода с минимальными ресурсами. Она оптимизирована для быстрого и эффективного взаимодействия с пользователями, обеспечивая высокую производительность даже в условиях ограниченных ресурсов. 
+
+Kodify-Nano is a lightweight LLM designed for code development tasks with minimal resource usage. It is optimized for fast and efficient interaction, delivering high performance even in resource-constrained environments.
+
+## Inference with vLLM
+```bash
+python3 -m vllm.entrypoints.openai.api_server --model MTSAIR/Kodify-Nano --port 8985
+```
+
+> **Important!** If you encounter the **"CUDA out of memory. Tried to allocate..."** error despite having sufficient GPU memory, try one of these solutions:
+> 1. Add the --enforce-eager argument
+> 2. Reduce GPU memory utilization (for example --gpu-memory-utilization 0.8)
+>
+> Note: This may decrease model performance.
+
+---
+
+## Using the Ollama Image
+You can run Kodify Nano on OLLAMA in two ways:
+
+1. **Using Docker**  
+2. **Locally** (provides faster responses than Docker)
+
+### Method 1: Running Kodify Nano on OLLAMA in Docker
+
+#### Without NVIDIA GPU:
+
+```bash
+docker run -e OLLAMA_HOST=0.0.0.0:8985 -p 8985:8985 --name ollama -d ollama/ollama
+```
+
+#### With NVIDIA GPU:
+
+```bash
+docker run --runtime nvidia -e OLLAMA_HOST=0.0.0.0:8985 -p 8985:8985 --name ollama -d ollama/ollama
+```
+
+> **Important:**  
+> - Ensure Docker is installed and running  
+> - If port 8985 is occupied, replace it with any available port and update plugin configuration
+
+#### Load the model:
+
+```bash
+docker exec ollama ollama pull hf.co/MTSAIR/Kodify-Nano-GGUF
+```
+
+#### Rename the model:
+```bash
+docker exec ollama ollama cp hf.co/MTSAIR/Kodify-Nano-GGUF kodify_nano
+```
+
+#### Start the model:
+
+```bash
+docker exec ollama ollama run kodify_nano
+```
+---
+
+### Method 2: Local Kodify Nano on OLLAMA
+
+1. **Download OLLAMA:**  
+https://ollama.com/download
+
+2. **Set the port:**
+
+```bash
+export OLLAMA_HOST=0.0.0.0:8985
+```
+
+> **Note:** If port 8985 is occupied, replace it and update plugin configuration
+
+3. **Start OLLAMA server:**  
+
+```bash
+ollama serve &
+```
+
+4. **Download the model:**  
+
+```bash
+ollama pull hf.co/MTSAIR/Kodify-Nano-GGUF
+```
+
+5. **Rename the model:**  
+
+```bash
+ollama cp hf.co/MTSAIR/Kodify-Nano-GGUF kodify_nano
+```
+
+6. **Run the model:**  
+
+```bash
+ollama run kodify_nano
+```
+
+## Plugin Installation
+
+### For Visual Studio Code
+
+1. Download the [latest Kodify plugin](https://mts.ai/ru/product/kodify/?utm_source=huggingface&utm_medium=pr&utm_campaign=post#models) for VS Code.
+2. Open the **Extensions** panel on the left sidebar.
+3. Click **Install from VSIX...** and select the downloaded plugin file.
+
+### For JetBrains IDEs
+
+1. Download the [latest Kodify plugin](https://mts.ai/ru/product/kodify/?utm_source=huggingface&utm_medium=pr&utm_campaign=post#models) for JetBrains.
+2. Open the IDE and go to **Settings > Plugins**.
+3. Click the gear icon (⚙️) and select **Install Plugin from Disk...**.
+4. Choose the downloaded plugin file.
+5. Restart the IDE when prompted.
+
+---
+
+### Changing the Port in Plugin Settings (for Visual Studio Code and JetBrains)
+
+If you changed the Docker port from `8985`, update the plugin's `config.json`:
+
+1. Open any file in the IDE.
+2. Open the Kodify sidebar:
+   - **VS Code**: `Ctrl+L` (`Cmd+L` on Mac).
+   - **JetBrains**: `Ctrl+J` (`Cmd+J` on Mac).
+3. Access the `config.json` file:
+   - **Method 1**: Click **Open Settings** (VS Code) or **Kodify Config** (JetBrains), then navigate to **Configuration > Chat Settings > Open Config File**.
+   - **Method 2**: Click the gear icon (⚙️) in the Kodify sidebar.
+4. Modify the `apiBase` port under `tabAutocompleteModel` and `models`.
+5. Save the file (`Ctrl+S` or **File > Save**).
+
+---
+
+
+### Example API Request
+```python
+import openai
+
+openai.api_key = 'xxx'  # Replace with your key
+openai.api_base = 'http://localhost:8985/v1'  # Update if port changed
+
+response = openai.ChatCompletion.create(
+    model="MTSAIR/Kodify-Nano",
+    temperature=0.4,
+    max_tokens=2048,
+    top_p=0.8,
+    messages=[
+        {"role": "user", "content": "Write a Python algorithm to find all unique words in a text."}
+    ]
+)
+
+print(response["choices"][0]["message"]["content"])
+
+### Inference with Hugging Face
+
+from transformers import pipeline
+
+pipe = pipeline("text-generation", model="MTSAIR/Kodify-Nano", device="cuda")
+
+messages = [
+    {"role": "user", "content": "Write a Python algorithm to find all unique words in a text."},
+]
+
+response = pipe(messages, max_length=1024)
+print(response[0]['generated_text'][-1]['content'])
+```
+---
+
+## Example Interaction
+
+**User Request:**
+*Напиши простой сервер на flask с объяснениями на русском языке.*
+
+#### Kodify-Nano response:
+
+>Конечно! Давайте создадим простой сервер на Flask с объяснениями на русском языке. Flask - это мини-модуль для создания веб-приложений на Python, который позволяет быстро и легко разрабатывать приложения с использованием библиотеки Werkzeug.
+
+>### Установка Flask
+
+>Для начала, убедитесь, что у вас установлен Python. После этого установите Flask с помощью pip:
+
+>```sh
+>pip install Flask
+>```
+
+>### Пример простого сервера на Flask
+
+>Вот пример простого приложения на Flask, которое будет отвечать на запросы на `/hello` и выводить "Hello, World!".
+
+>1. Создайте новый файл, например, `app.py`.
+>2. Откройте файл в текстовом редакторе и вставьте следующий код:
+
+>```python
+>from flask import Flask
+
+>app = Flask(__name__)
+
+>@app.route('/hello')
+>def hello_world():
+>    return 'Hello, World!'
+
+>if __name__ == '__main__':
+>    app.run(debug=True)
+>```
+
+>### Объяснение кода
+
+>1. **Импорт Flask**: Мы импортируем класс Flask из модуля `flask`.
+>2. **Создание экземпляра Flask**: Создаем экземпляр класса Flask с именем `app`.
+>3. **Обработчик запросов**: Мы декорируем функцию `hello_world` с помощью `@app.route('/hello')`. Это означает, что при запросе на `/hello` Flask вызовет функцию `hello_world`.
+>4. **Возвращение ответа**: Функция `hello_world` возвращает строку `'Hello, World!'`.
+>5. **Запуск сервера**: В конце файла добавляем проверку, чтобы при запуске скрипта он запускался в режиме отладки (`debug=True`).
+
+>### Запуск сервера
+
+>1. Откройте терминал и перейдите в директорию, в которой находится ваш файл `app.py`.
+>2. Запустите скрипт с помощью команды:
+
+>```sh
+>python app.py
+>```
+>
+>3. Вы увидите сообщение, что сервер запущен на порту 5000. Например:
+
+>```
+> * Running on http://127.0.0.1:5000/ (Press CTRL+C to quit)
+>```
+
+>4. Откройте браузер и перейдите на адрес `http://127.0.0.1:5000/hello`. Вы должны увидеть сообщение "Hello, World!".
+
+>### Дополнительные функции
+
+>Flask предоставляет множество других функций для создания более сложных приложений. Вот некоторые из них:
+
+>- **Функции маршрутизации**: Вы можете добавлять дополнительные маршруты, обрабатывать параметры запросов и т.д.
+>- **Вьюшки**: Вы можете создавать вьюшки, которые возвращают HTML-страницы.
+>- **Сессии**: Вы можете использовать сессии для хранения данных между запросами.
+>- **БД**: Вы можете подключаться к базе данных и выполнять запросы.
+
+>Давайте рассмотрим пример с вьюшкой:
+
+>```python
+>from flask import Flask, render_template
+
+>app = Flask(__name__)
+
+>@app.route('/')
+>def index():
+>    return render_template('index.html')
+
+>if __name__ == '__main__':
+>    app.run(debug=True)
+>```
+
+>1. **Вьюшка**: Создаем файл `templates/index.html` в папке `templates` (если он еще не существует) и добавляем следующий код:
+>
+>```html
+><!DOCTYPE html>
+><html lang="ru">
+><head>
+>    <meta charset="UTF-8">
+>    <title>Пример вьюшки</title>
+></head>
+><body>
+>    <h1>Привет, мир!</h1>
+>    <p>Это пример вьюшки на Flask.</p>
+></body>
+></html>
+>```
+
+>2. **Запуск сервера**: Сохраните файлы и запустите сервер снова. Откройте браузер и перейдите на адрес `http://127.0.0.1:5000/`. Вы должны увидеть HTML-страницу с текстом "Привет, мир!".
\ No newline at end of file
diff --git a/added_tokens.json b/added_tokens.json
new file mode 100644
index 0000000..482ced4
--- /dev/null
+++ b/added_tokens.json
@@ -0,0 +1,24 @@
+{
+  "</tool_call>": 151658,
+  "<tool_call>": 151657,
+  "<|box_end|>": 151649,
+  "<|box_start|>": 151648,
+  "<|endoftext|>": 151643,
+  "<|file_sep|>": 151664,
+  "<|fim_middle|>": 151660,
+  "<|fim_pad|>": 151662,
+  "<|fim_prefix|>": 151659,
+  "<|fim_suffix|>": 151661,
+  "<|im_end|>": 151645,
+  "<|im_start|>": 151644,
+  "<|image_pad|>": 151655,
+  "<|object_ref_end|>": 151647,
+  "<|object_ref_start|>": 151646,
+  "<|quad_end|>": 151651,
+  "<|quad_start|>": 151650,
+  "<|repo_name|>": 151663,
+  "<|video_pad|>": 151656,
+  "<|vision_end|>": 151653,
+  "<|vision_pad|>": 151654,
+  "<|vision_start|>": 151652
+}
diff --git a/config.json b/config.json
new file mode 100644
index 0000000..897f58a
--- /dev/null
+++ b/config.json
@@ -0,0 +1,28 @@
+{
+  "architectures": [
+    "Qwen2ForCausalLM"
+  ],
+  "attention_dropout": 0.0,
+  "bos_token_id": 151643,
+  "eos_token_id": 151645,
+  "hidden_act": "silu",
+  "hidden_size": 1536,
+  "initializer_range": 0.02,
+  "intermediate_size": 8960,
+  "max_position_embeddings": 32768,
+  "max_window_layers": 28,
+  "model_type": "qwen2",
+  "num_attention_heads": 12,
+  "num_hidden_layers": 28,
+  "num_key_value_heads": 2,
+  "rms_norm_eps": 1e-06,
+  "rope_scaling": null,
+  "rope_theta": 1000000.0,
+  "sliding_window": null,
+  "tie_word_embeddings": true,
+  "torch_dtype": "bfloat16",
+  "transformers_version": "4.46.1",
+  "use_cache": true,
+  "use_sliding_window": false,
+  "vocab_size": 151936
+}
diff --git a/configuration.json b/configuration.json
new file mode 100644
index 0000000..bbeeda1
--- /dev/null
+++ b/configuration.json
@@ -0,0 +1 @@
+{"framework": "pytorch", "task": "text-generation", "allow_remote": true}
\ No newline at end of file
diff --git a/generation_config.json b/generation_config.json
new file mode 100644
index 0000000..287455a
--- /dev/null
+++ b/generation_config.json
@@ -0,0 +1,18 @@
+{
+  "transformers_version": "4.46.3",
+  "temperature": 0.4,
+  "max_len": 8192,
+  "max_tokens": 4096,
+  "do_sample": true,
+  "presence_penalty": 0.0,
+  "frequency_penalty": 0.0,
+  "repetition_penalty": 1.0,
+  "top_p": 0.8,
+  "top_k": 20,
+  "n": 1,
+  "best_of": 1,
+  "seed": null,
+  "use_beam_search": false,
+  "length_penalty": 1.0,
+  "ignore_eos": false
+}
diff --git a/merges.txt b/merges.txt
new file mode 100644
index 0000000..80c1a19
--- /dev/null
+++ b/merges.txt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:8831e4f1a044471340f7c0a83d7bd71306a5b867e95fd870f74d0c5308a904d5
+size 1671853
diff --git a/model.safetensors b/model.safetensors
new file mode 100644
index 0000000..81974ae
--- /dev/null
+++ b/model.safetensors
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:6801c76a437735f49dcfd41b5b1b08546b370a2cea60b234c2dae0a2a477d348
+size 3087467144
diff --git a/special_tokens_map.json b/special_tokens_map.json
new file mode 100644
index 0000000..ac23c0a
--- /dev/null
+++ b/special_tokens_map.json
@@ -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": "<|im_end|>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "pad_token": {
+    "content": "<|endoftext|>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  }
+}
diff --git a/tokenizer.json b/tokenizer.json
new file mode 100644
index 0000000..51ebb3b
--- /dev/null
+++ b/tokenizer.json
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9c5ae00e602b8860cbd784ba82a8aa14e8feecec692e7076590d014d7b7fdafa
+size 11421896
diff --git a/tokenizer_config.json b/tokenizer_config.json
new file mode 100644
index 0000000..c3c77c6
--- /dev/null
+++ b/tokenizer_config.json
@@ -0,0 +1,210 @@
+{
+  "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
+    }
+  },
+  "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,
+  "chat_template": "{%- if tools %}\n    {{- '<|im_start|>system\\n' }}\n    {%- if messages[0]['role'] == 'system' %}\n        {{- messages[0]['content'] }}\n    {%- else %}\n        {{- 'You are Kodify, created by MTS AI, 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 Kodify, created by MTS AI. 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",
+  "truncation_side": "left",
+  "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