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--- |
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title: langchain-streamlit-demo |
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emoji: 🦜 |
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colorFrom: green |
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colorTo: red |
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sdk: docker |
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app_port: 7860 |
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pinned: true |
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tags: [langchain, streamlit, docker] |
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--- |
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# langchain-streamlit-demo |
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[![License: MIT](https://img.shields.io/badge/License-MIT-yellow.svg)](https://opensource.org/licenses/MIT) |
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[![python](https://img.shields.io/badge/Python-3.11-3776AB.svg?style=flat&logo=python&logoColor=white)](https://www.python.org) |
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[![security: bandit](https://img.shields.io/badge/security-bandit-yellow.svg)](https://github.com/PyCQA/bandit) |
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[![Ruff](https://img.shields.io/endpoint?url=https://raw.githubusercontent.com/charliermarsh/ruff/main/assets/badge/v1.json)](https://github.com/charliermarsh/ruff) |
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[![Code style: black](https://img.shields.io/badge/code%20style-black-000000.svg)](https://github.com/psf/black) |
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[![pre-commit](https://img.shields.io/badge/pre--commit-enabled-brightgreen?logo=pre-commit&logoColor=white)](https://github.com/pre-commit/pre-commit) |
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[![Checked with mypy](http://www.mypy-lang.org/static/mypy_badge.svg)](http://mypy-lang.org/) |
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[![Docker](https://img.shields.io/badge/docker-%230db7ed.svg?&logo=docker&logoColor=white)](https://hub.docker.com/r/joshuasundance/langchain-streamlit-demo) |
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[![Docker Image Size (tag)](https://img.shields.io/docker/image-size/joshuasundance/langchain-streamlit-demo/latest)](https://hub.docker.com/r/joshuasundance/langchain-streamlit-demo) |
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[![Open HuggingFace Space](https://huggingface.co/datasets/huggingface/badges/raw/main/open-in-hf-spaces-sm.svg)](https://huggingface.co/spaces/joshuasundance/langchain-streamlit-demo) |
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This project shows how to build a simple chatbot UI with [Streamlit](https://streamlit.io) and [LangChain](https://langchain.com). |
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This `README` was written by [Claude 2](https://www.anthropic.com/index/claude-2), an LLM from [Anthropic](https://www.anthropic.com/). |
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# Features |
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- Chat interface for talking to AI assistant |
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- Supports models from: |
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- [OpenAI](https://openai.com/) |
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- `gpt-3.5-turbo` |
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- `gpt-4` |
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- [Anthropic](https://www.anthropic.com/) |
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- `claude-instant-v1` |
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- `claude-2` |
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- [Anyscale Endpoints](https://endpoints.anyscale.com/) |
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- `meta-llama/Llama-2-7b-chat-hf` |
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- `meta-llama/Llama-2-13b-chat-hf` |
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- `meta-llama/Llama-2-70b-chat-hf` |
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- Streaming output of assistant responses |
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- Leverages LangChain for dialogue management |
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- Integrates with [LangSmith](https://smith.langchain.com) for tracing conversations |
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- Allows giving feedback on assistant's responses |
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# Usage |
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# Run on HuggingFace Spaces |
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[![Open HuggingFace Space](https://huggingface.co/datasets/huggingface/badges/raw/main/open-in-hf-spaces-sm.svg)](https://huggingface.co/spaces/joshuasundance/langchain-streamlit-demo) |
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## With Docker (pull from Docker Hub) |
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1. Run in terminal: `docker run -p 7860:7860 joshuasundance/langchain-streamlit-demo:latest` |
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2. Open http://localhost:7860 in your browser. |
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## Docker Compose |
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1. Clone the repo. Navigate to cloned repo directory. |
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2. Run in terminal: `docker-compose up` |
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3. Then open http://localhost:7860 in your browser. |
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# Configuration |
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- Select a model from the dropdown |
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- Enter an API key for the relevant provider |
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- Optionally enter a LangSmith API key to enable conversation tracing |
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- Customize the assistant prompt and temperature |
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# Code Overview |
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- `app.py` - Main Streamlit app definition |
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- `llm_stuff.py` - LangChain helper functions |
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# Deployment |
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The app is packaged as a Docker image for easy deployment. It is published to Docker Hub and Hugging Face Spaces: |
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- [DockerHub](https://hub.docker.com/r/joshuasundance/langchain-streamlit-demo) |
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- [HuggingFace Spaces](https://huggingface.co/spaces/joshuasundance/langchain-streamlit-demo) |
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CI workflows in `.github/workflows` handle building and publishing the image. |
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# Links |
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- [Streamlit](https://streamlit.io) |
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- [LangChain](https://langchain.com) |
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- [LangSmith](https://smith.langchain.com) |
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- [OpenAI](https://openai.com/) |
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- [Anthropic](https://www.anthropic.com/) |
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- [Anyscale Endpoints](https://endpoints.anyscale.com/) |
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# TODO |
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1. More customization / parameterization in sidebar |
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