├── .python-version ├── assets ├── ui.png ├── logo.png └── long_logo.png ├── .gitmodules ├── pyproject.toml ├── README.md ├── .gitignore ├── app.py └── LICENSE /.python-version: -------------------------------------------------------------------------------- 1 | 3.12 2 | -------------------------------------------------------------------------------- /assets/ui.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SakanaAI/TinySwallow-ChatUI-Local/HEAD/assets/ui.png -------------------------------------------------------------------------------- /assets/logo.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SakanaAI/TinySwallow-ChatUI-Local/HEAD/assets/logo.png -------------------------------------------------------------------------------- /assets/long_logo.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SakanaAI/TinySwallow-ChatUI-Local/HEAD/assets/long_logo.png -------------------------------------------------------------------------------- /.gitmodules: -------------------------------------------------------------------------------- 1 | [submodule "model"] 2 | path = model 3 | url = https://huggingface.co/SakanaAI/TinySwallow-1.5B-Instruct-q4f32_1-MLC 4 | -------------------------------------------------------------------------------- /pyproject.toml: -------------------------------------------------------------------------------- 1 | [project] 2 | name = "tinyswallow-chatui-local" 3 | version = "0.1.0" 4 | description = "Python-based chat demo for TinySwallow-1.5B that works completely offline" 5 | readme = "README.md" 6 | authors = [ 7 | { name = "Makoto Shing", email = "mkshing@sakana.ai" } 8 | ] 9 | requires-python = ">=3.12" 10 | dependencies = [ 11 | "gradio", 12 | "mlc-llm-nightly-cpu", 13 | "mlc-ai-nightly-cpu", 14 | ] 15 | 16 | [tool.uv] 17 | find-links = ["https://mlc.ai/wheels"] 18 | prerelease = "allow" -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | # TinySwallow ChatUI Local 2 | 3 | 📚 [Paper](https://arxiv.org/abs/2501.16937) | 🤗 [Hugging Face](https://huggingface.co/collections/SakanaAI/tinyswallow-676cf5e57fff9075b5ddb7ec) | 📝 [Blog](https://sakana.ai/taid-jp) 4 | 5 |
6 | ui 7 |
8 | 9 | 完全オフラインで動作するTinySwallow-1.5Bのチャットデモです。[Gradio](https://www.gradio.app/)のUIを用いて、ローカルからモデルの重みを直接読み込んでチャットができます。 10 | 11 | **特徴:** 12 | 13 | - 📱 モデルの重みを直接ローカルから読み込み、完全オフラインで会話することも可能です。 14 | - 🔐 すべての処理がローカルで実行されるため、データが外部に送信されることはありません。 15 | - 💬 UIには[Gradio](https://www.gradio.app/)を用いており、すべてPythonで作成されています。 16 | 17 | ## 使い方 18 | 19 | ### 1. GitおよびGit LFSをインストール 20 | 21 | モデルの重みをダウンロードするために、[Git](https://git-scm.com/book/ja/v2/%e4%bd%bf%e3%81%84%e5%a7%8b%e3%82%81%e3%82%8b-Git%e3%81%ae%e3%82%a4%e3%83%b3%e3%82%b9%e3%83%88%e3%83%bc%e3%83%ab)および[Git LFS](https://docs.github.com/ja/repositories/working-with-files/managing-large-files/installing-git-large-file-storage)をインストールします。 22 | お使いのOSの指示に従ってインストールしてください。 23 | 24 | ### 2. リポジトリのクローン 25 | 26 | `--recursive`オプションをつけてクローンすることで、モデルの重みも同時にダウンロードされます。 27 | 28 | ```bash 29 | git lfs install 30 | git clone --recursive https://github.com/SakanaAI/TinySwallow-ChatUI-Local.git 31 | cd TinySwallow-ChatUI-Local 32 | ``` 33 | 34 | ### 3. uvをインストール 35 | 36 | [uv](https://docs.astral.sh/uv/getting-started/installation/#installation-methods)をインストールします。お使いのOSに合わせて、以下のコマンドを実行します。 37 | 38 | **macOSの場合:** 39 | 40 | ターミナルを開き、以下のコマンドを実行します。 41 | 42 | ```bash 43 | curl -LsSf https://astral.sh/uv/install.sh | sh 44 | ``` 45 | 46 | **Windowsの場合:** 47 | 48 | PowerShellを開き、以下のコマンドを実行します。 49 | 50 | ```bash 51 | powershell -ExecutionPolicy ByPass -c "irm https://astral.sh/uv/install.ps1 | iex" 52 | ``` 53 | 54 | ### 4. 必要なパッケージをインストール 55 | 56 | ```bash 57 | uv sync 58 | ``` 59 | 60 | ### 5. サーバーを起動 61 | 62 | 以下を実行すると、自動でアプリがブラウザに開かれます。 63 | 64 | ```bash 65 | uv run app.py 66 | ``` 67 | 68 | ## ブラウザベース版について 69 | 70 | このWebアプリケーションでは、Pythonのライブラリを用いて、モデルの重みをローカルから読み込み、完全オフラインでチャットが可能です。 71 | 72 | より手軽に試せるバージョンとして、HTMLとJavaScriptのみで動作する[TinySwallow-ChatUI](https://github.com/SakanaAI/TinySwallow-ChatUI)も公開しています。 73 | デモは[こちら](https://pub.sakana.ai/tinyswallow/)からお試しいただけます。 74 | 75 | ## 利用上の注意 76 | 77 | 本アプリケーションは実験段階のプロトタイプであり、研究開発の目的でのみ提供されています。商用利用や、障害が重大な影響を及ぼす可能性のある環境（ミッションクリティカルな環境）での使用には適していません。 本アプリケーションの使用は、利用者の自己責任で行われ、その性能や結果については何ら保証されません。 Sakana AIは、本アプリケーションの使用によって生じた直接的または間接的な損失に対して、結果に関わらず、一切の責任を負いません。 利用者は、本アプリケーションの使用に伴うリスクを十分に理解し、自身の判断で使用することが必要です。 78 | -------------------------------------------------------------------------------- /.gitignore: -------------------------------------------------------------------------------- 1 | # Byte-compiled / optimized / DLL files 2 | __pycache__/ 3 | *.py[cod] 4 | *$py.class 5 | 6 | # C extensions 7 | *.so 8 | 9 | # Distribution / packaging 10 | .Python 11 | build/ 12 | develop-eggs/ 13 | dist/ 14 | downloads/ 15 | eggs/ 16 | .eggs/ 17 | lib/ 18 | lib64/ 19 | parts/ 20 | sdist/ 21 | var/ 22 | wheels/ 23 | share/python-wheels/ 24 | *.egg-info/ 25 | .installed.cfg 26 | *.egg 27 | MANIFEST 28 | 29 | # PyInstaller 30 | # Usually these files are written by a python script from a template 31 | # before PyInstaller builds the exe, so as to inject date/other infos into it. 32 | *.manifest 33 | *.spec 34 | 35 | # Installer logs 36 | pip-log.txt 37 | pip-delete-this-directory.txt 38 | 39 | # Unit test / coverage reports 40 | htmlcov/ 41 | .tox/ 42 | .nox/ 43 | .coverage 44 | .coverage.* 45 | .cache 46 | nosetests.xml 47 | coverage.xml 48 | *.cover 49 | *.py,cover 50 | .hypothesis/ 51 | .pytest_cache/ 52 | cover/ 53 | 54 | # Translations 55 | *.mo 56 | *.pot 57 | 58 | # Django stuff: 59 | *.log 60 | local_settings.py 61 | db.sqlite3 62 | db.sqlite3-journal 63 | 64 | # Flask stuff: 65 | instance/ 66 | .webassets-cache 67 | 68 | # Scrapy stuff: 69 | .scrapy 70 | 71 | # Sphinx documentation 72 | docs/_build/ 73 | 74 | # PyBuilder 75 | .pybuilder/ 76 | target/ 77 | 78 | # Jupyter Notebook 79 | .ipynb_checkpoints 80 | 81 | # IPython 82 | profile_default/ 83 | ipython_config.py 84 | 85 | # pyenv 86 | # For a library or package, you might want to ignore these files since the code is 87 | # intended to run in multiple environments; otherwise, check them in: 88 | # .python-version 89 | 90 | # pipenv 91 | # According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control. 92 | # However, in case of collaboration, if having platform-specific dependencies or dependencies 93 | # having no cross-platform support, pipenv may install dependencies that don't work, or not 94 | # install all needed dependencies. 95 | #Pipfile.lock 96 | 97 | # UV 98 | # Similar to Pipfile.lock, it is generally recommended to include uv.lock in version control. 99 | # This is especially recommended for binary packages to ensure reproducibility, and is more 100 | # commonly ignored for libraries. 101 | #uv.lock 102 | 103 | # poetry 104 | # Similar to Pipfile.lock, it is generally recommended to include poetry.lock in version control. 105 | # This is especially recommended for binary packages to ensure reproducibility, and is more 106 | # commonly ignored for libraries. 107 | # https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control 108 | #poetry.lock 109 | 110 | # pdm 111 | # Similar to Pipfile.lock, it is generally recommended to include pdm.lock in version control. 112 | #pdm.lock 113 | # pdm stores project-wide configurations in .pdm.toml, but it is recommended to not include it 114 | # in version control. 115 | # https://pdm.fming.dev/latest/usage/project/#working-with-version-control 116 | .pdm.toml 117 | .pdm-python 118 | .pdm-build/ 119 | 120 | # PEP 582; used by e.g. github.com/David-OConnor/pyflow and github.com/pdm-project/pdm 121 | __pypackages__/ 122 | 123 | # Celery stuff 124 | celerybeat-schedule 125 | celerybeat.pid 126 | 127 | # SageMath parsed files 128 | *.sage.py 129 | 130 | # Environments 131 | .env 132 | .venv 133 | env/ 134 | venv/ 135 | ENV/ 136 | env.bak/ 137 | venv.bak/ 138 | 139 | # Spyder project settings 140 | .spyderproject 141 | .spyproject 142 | 143 | # Rope project settings 144 | .ropeproject 145 | 146 | # mkdocs documentation 147 | /site 148 | 149 | # mypy 150 | .mypy_cache/ 151 | .dmypy.json 152 | dmypy.json 153 | 154 | # Pyre type checker 155 | .pyre/ 156 | 157 | # pytype static type analyzer 158 | .pytype/ 159 | 160 | # Cython debug symbols 161 | cython_debug/ 162 | 163 | # PyCharm 164 | # JetBrains specific template is maintained in a separate JetBrains.gitignore that can 165 | # be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore 166 | # and can be added to the global gitignore or merged into this file. For a more nuclear 167 | # option (not recommended) you can uncomment the following to ignore the entire idea folder. 168 | #.idea/ 169 | 170 | # PyPI configuration file 171 | .pypirc 172 | -------------------------------------------------------------------------------- /app.py: -------------------------------------------------------------------------------- 1 | import base64 2 | import gradio as gr 3 | from mlc_llm import MLCEngine 4 | 5 | 6 | with open("./assets/long_logo.png", "rb") as image_file: 7 | encoded_image = base64.b64encode(image_file.read()).decode('utf-8') 8 | 9 | 10 | header_html = """ 11 | 56 | 57 |
58 |
59 |

TinySwallow ChatUI Local

60 |

61 | 📚 Paper | 62 | 🤗 Hugging Face | 63 | 📝 Blog
64 | 完全オフラインで動作するTinySwallow-1.5Bのチャットデモです。モデルの重みをローカルから直接読み込んでチャットができます。 65 |

66 |
67 | """ 68 | header_html += f""" 69 |
70 | """ 71 | class ChatBot: 72 | def __init__(self): 73 | self.engine = None 74 | self.system_prompt = [ 75 | { 76 | "role": "system", 77 | "content": "あなたは、Sakana AI株式会社が開発したTinySwallowです。小型ながら、誠実で優秀なアシスタントです。" 78 | } 79 | ] 80 | self.model = "./model" 81 | 82 | def initialize_engine(self): 83 | if self.engine is None: 84 | self.engine = MLCEngine(self.model) 85 | 86 | def generate_response(self, message, history): 87 | # Initialize engine if not already done 88 | self.initialize_engine() 89 | 90 | # Add user message to messages 91 | history = self.system_prompt + history 92 | history.append({"role": "user", "content": message}) 93 | 94 | # Generate response 95 | response_text = "" 96 | for response in self.engine.chat.completions.create( 97 | messages=history, 98 | model=self.model, 99 | stream=True, 100 | temperature=0.7, 101 | top_p=0.95, 102 | frequency_penalty=0.5, 103 | ): 104 | for choice in response.choices: 105 | delta_content = choice.delta.content 106 | if delta_content: 107 | response_text += delta_content 108 | yield response_text 109 | 110 | def create_ui(): 111 | chatbot = ChatBot() 112 | 113 | 114 | 115 | with gr.Blocks() as demo: 116 | gr.HTML(header_html) 117 | # gr.Markdown("""📚 [Paper](https://arxiv.org/abs/2501.16937) | 118 | # 🤗 [Hugging Face](https://huggingface.co/collections/SakanaAI/tinyswallow-676cf5e57fff9075b5ddb7ec) | 119 | # 📝 [Blog](https://sakana.ai/taid-jp) 120 | 121 | # 完全オフラインで動作するTinySwallow-1.5Bのチャットデモです。モデルの重みをローカルから直接読み込んでチャットができます。 122 | # """) 123 | 124 | chatbot_interface = gr.ChatInterface( 125 | chatbot.generate_response, 126 | examples=[ 127 | "年始挨拶のメールテンプレートを作ってください。", 128 | "知識蒸留について簡単に教えてください。", 129 | "これから大事な発表があります。私を励ましてください。", 130 | "２羽のツバメが主人公の温かな物語を書いてください。" 131 | ], 132 | example_icons=["✉️", "🧠", "💪", "🐦"], 133 | chatbot=gr.Chatbot(type="messages"), 134 | textbox=gr.Textbox(placeholder="メッセージを入力してください。", scale=7), 135 | title="", 136 | type="messages", 137 | ) 138 | 139 | with gr.Accordion("利用上の注意事項", open=False): 140 | gr.Markdown(""" 141 | 本モデルは実験段階のプロトタイプであり、研究開発の目的でのみ提供されています。商用利用や、障害が重大な影響を及ぼす可能性のある環境（ミッションクリティカルな環境）での使用には適していません。 本モデルの使用は、利用者の自己責任で行われ、その性能や結果については何ら保証されません。 Sakana AIは、本モデルの使用によって生じた直接的または間接的な損失に対して、結果に関わらず、一切の責任を負いません。 利用者は、本モデルの使用に伴うリスクを十分に理解し、自身の判断で使用することが必要です。 142 | 143 | 本モデルはGoogleの「Gemma」モデルの派生物です。ご利用にあたっては、[Gemma Terms of Use](https://ai.google.dev/gemma/terms)および[Gemma Prohibited Use Policy](https://ai.google.dev/gemma/prohibited_use_policy)を遵守してください。モデルの出力は現状有姿で提供され、正確性や適法性などは保証されません。禁止行為が確認された場合、予告なく利用を制限または停止することがあります。 144 | """) 145 | 146 | return demo 147 | 148 | if __name__ == "__main__": 149 | demo = create_ui() 150 | demo.launch( 151 | # server_name="0.0.0.0", 152 | # server_port=8000, 153 | inbrowser=True, 154 | share=False, 155 | favicon_path="./assets/logo.png", 156 | debug=True, 157 | ) 158 | -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- 1 | Apache License 2 | Version 2.0, January 2004 3 | http://www.apache.org/licenses/ 4 | 5 | TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION 6 | 7 | 1. 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