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// For format details, see https://aka.ms/devcontainer.json. For config options, see the | ||
// README at: https://github.com/devcontainers/templates/tree/main/src/python | ||
{ | ||
"name": "Python 3", | ||
// Or use a Dockerfile or Docker Compose file. More info: https://containers.dev/guide/dockerfile | ||
"image": "mcr.microsoft.com/devcontainers/python:1-3.11-bullseye", | ||
"features": { | ||
"ghcr.io/devcontainers-contrib/features/poetry:2": {}, | ||
"ghcr.io/devcontainers/features/docker-in-docker": {} | ||
}, | ||
"customizations": { | ||
"vscode": { | ||
"extensions": [ | ||
"ms-python.python", | ||
"ms-toolsai.jupyter", | ||
"GitHub.copilot-chat", | ||
"GitHub.copilot", | ||
"GitHub.vscode-pull-request-github", | ||
"eamodio.gitlens" | ||
] | ||
} | ||
}, | ||
"containerEnv": { | ||
"POETRY_VIRTUALENVS_IN_PROJECT": "true" | ||
} | ||
|
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// Features to add to the dev container. More info: https://containers.dev/features. | ||
// "features": {}, | ||
|
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// Use 'forwardPorts' to make a list of ports inside the container available locally. | ||
// "forwardPorts": [], | ||
|
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// Use 'postCreateCommand' to run commands after the container is created. | ||
// "postCreateCommand": "pip3 install --user -r requirements.txt", | ||
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// Configure tool-specific properties. | ||
// "customizations": {}, | ||
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// Uncomment to connect as root instead. More info: https://aka.ms/dev-containers-non-root. | ||
// "remoteUser": "root" | ||
} |
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{ | ||
"folders": [ | ||
{ | ||
"path": ".." | ||
}, | ||
{ | ||
"path": "../.venv/lib/python3.11/site-packages/weaviate" | ||
}, | ||
{ | ||
"path": "../.venv/lib/python3.11/site-packages/streamlit" | ||
} | ||
] | ||
} |
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# Byte-compiled / optimized / DLL files | ||
__pycache__/ | ||
*.py[cod] | ||
*$py.class | ||
|
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# C extensions | ||
*.so | ||
|
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.DS_Store | ||
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# Distribution / packaging | ||
.Python | ||
build/ | ||
develop-eggs/ | ||
dist/ | ||
downloads/ | ||
eggs/ | ||
.eggs/ | ||
lib/ | ||
lib64/ | ||
parts/ | ||
sdist/ | ||
var/ | ||
wheels/ | ||
share/python-wheels/ | ||
*.egg-info/ | ||
.installed.cfg | ||
*.egg | ||
MANIFEST | ||
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# PyInstaller | ||
# Usually these files are written by a python script from a template | ||
# before PyInstaller builds the exe, so as to inject date/other infos into it. | ||
*.manifest | ||
*.spec | ||
|
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# Installer logs | ||
pip-log.txt | ||
pip-delete-this-directory.txt | ||
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# Unit test / coverage reports | ||
htmlcov/ | ||
.tox/ | ||
.nox/ | ||
.coverage | ||
.coverage.* | ||
.cache | ||
nosetests.xml | ||
coverage.xml | ||
*.cover | ||
*.py,cover | ||
.hypothesis/ | ||
.pytest_cache/ | ||
cover/ | ||
|
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# Translations | ||
*.mo | ||
*.pot | ||
|
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# Django stuff: | ||
*.log | ||
local_settings.py | ||
db.sqlite3 | ||
db.sqlite3-journal | ||
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# Flask stuff: | ||
instance/ | ||
.webassets-cache | ||
|
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# Scrapy stuff: | ||
.scrapy | ||
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# Sphinx documentation | ||
docs/_build/ | ||
|
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# PyBuilder | ||
.pybuilder/ | ||
target/ | ||
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# Jupyter Notebook | ||
.ipynb_checkpoints | ||
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# IPython | ||
profile_default/ | ||
ipython_config.py | ||
|
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# pyenv | ||
# For a library or package, you might want to ignore these files since the code is | ||
# intended to run in multiple environments; otherwise, check them in: | ||
# .python-version | ||
|
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# pipenv | ||
# According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control. | ||
# However, in case of collaboration, if having platform-specific dependencies or dependencies | ||
# having no cross-platform support, pipenv may install dependencies that don't work, or not | ||
# install all needed dependencies. | ||
#Pipfile.lock | ||
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# poetry | ||
# Similar to Pipfile.lock, it is generally recommended to include poetry.lock in version control. | ||
# This is especially recommended for binary packages to ensure reproducibility, and is more | ||
# commonly ignored for libraries. | ||
# https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control | ||
#poetry.lock | ||
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# pdm | ||
# Similar to Pipfile.lock, it is generally recommended to include pdm.lock in version control. | ||
#pdm.lock | ||
# pdm stores project-wide configurations in .pdm.toml, but it is recommended to not include it | ||
# in version control. | ||
# https://pdm.fming.dev/#use-with-ide | ||
.pdm.toml | ||
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# PEP 582; used by e.g. github.com/David-OConnor/pyflow and github.com/pdm-project/pdm | ||
__pypackages__/ | ||
|
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# Celery stuff | ||
celerybeat-schedule | ||
celerybeat.pid | ||
|
||
# SageMath parsed files | ||
*.sage.py | ||
|
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# Environments | ||
.env | ||
.venv | ||
env/ | ||
venv/ | ||
ENV/ | ||
env.bak/ | ||
venv.bak/ | ||
|
||
# Spyder project settings | ||
.spyderproject | ||
.spyproject | ||
|
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# Rope project settings | ||
.ropeproject | ||
|
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# mkdocs documentation | ||
/site | ||
|
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# mypy | ||
.mypy_cache/ | ||
.dmypy.json | ||
dmypy.json | ||
|
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# Pyre type checker | ||
.pyre/ | ||
|
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# pytype static type analyzer | ||
.pytype/ | ||
|
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# Cython debug symbols | ||
cython_debug/ | ||
|
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# PyCharm | ||
# JetBrains specific template is maintained in a separate JetBrains.gitignore that can | ||
# be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore | ||
# and can be added to the global gitignore or merged into this file. For a more nuclear | ||
# option (not recommended) you can uncomment the following to ignore the entire idea folder. | ||
#.idea/ |
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{ | ||
"python.testing.pytestArgs": [ | ||
"tests" | ||
], | ||
"python.testing.unittestEnabled": false, | ||
"python.testing.pytestEnabled": true | ||
} |
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BSD 3-Clause License | ||
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Copyright (c) 2023, Weaviate | ||
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Redistribution and use in source and binary forms, with or without | ||
modification, are permitted provided that the following conditions are met: | ||
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1. Redistributions of source code must retain the above copyright notice, this | ||
list of conditions and the following disclaimer. | ||
|
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2. Redistributions in binary form must reproduce the above copyright notice, | ||
this list of conditions and the following disclaimer in the documentation | ||
and/or other materials provided with the distribution. | ||
|
||
3. Neither the name of the copyright holder nor the names of its | ||
contributors may be used to endorse or promote products derived from | ||
this software without specific prior written permission. | ||
|
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THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" | ||
AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE | ||
IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE | ||
DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE | ||
FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL | ||
DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR | ||
SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER | ||
CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, | ||
OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE | ||
OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. |
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# weaviate-magic-chat-demo | ||
# Streamlit-Weaviate Connection | ||
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[![Weaviate](https://img.shields.io/static/v1?label=Built%20with&message=Weaviate&color=green&style=flat-square)](https://weaviate.io/) [![Weaviate](https://img.shields.io/static/v1?label=%20made%20with%20%E2%9D%A4%20for&message=Streamlit&color=red&style=flat-square)](https://weaviate.io/) | ||
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This project is a submission for the [Streamlit Connections Hackathon 2023](https://discuss.streamlit.io/t/connections-hackathon/47574). | ||
It delivers a Streamlit connector for the open-source vector database, [Weaviate](https://weaviate.io/). | ||
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## Overview | ||
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The Streamlit-Weaviate Connector enables developers to connect to a Weaviate database with the following Python code: | ||
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```python | ||
conn = st.experimental_connection( | ||
"weaviate", | ||
type=WeaviateConnection, | ||
url=os.getenv("WEAVIATE_URL"), | ||
api_key=os.getenv("WEAVIATE_API_KEY"), | ||
) | ||
``` | ||
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This project also includes a Streamlit demo, "Magic Chat", designed to search through [Magic The Gathering](https://magic.wizards.com/en) cards with various search options, such as BM25, Semantic Search, Hybrid Search and Generative Search. The live demo is accessible through [Streamlit Community Cloud](https://streamlit.io/cloud) | ||
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![Screenshot of the demo](https://github.com/weaviate/st-weaviate-connection/blob/main/img/screenshot.jpeg) | ||
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# 📚 Quickstart Guide | ||
## 🔧 Installation | ||
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This project uses `poetry` for dependency management. You can find more details more `poetry` in [its documentation](https://python-poetry.org/docs/dependency-specification/). | ||
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1. **Create a new Python virtual environment:** | ||
- Ensure you have python `>=3.10.0` installed | ||
- ```python3 -m venv env``` | ||
- ```source env/bin/activate``` | ||
- ```pip install poetry``` | ||
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2. **Install the project:** | ||
- Install the project using poetry | ||
- ```bash | ||
poetry add git+https://github.com/weaviate/st-weaviate-connection.git | ||
``` | ||
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## 🔗 Basic Usage | ||
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The project includes a demonstration notebook to showcase basic functionalities of the connector (see here [demo notebook](./notebooks/01_demo.ipynb)) and a [streamlit app](./streamlit_app.py) illustrating the implementation and usage of the connector. | ||
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Before you run the Jupyter notebook or the Streamlit app, create a `.env` file in the root directory of the project and add your Weaviate cluster and OpenAI API credentials: | ||
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**Set environment variables:** | ||
``` | ||
WEAVIATE_URL= YOUR WEAVIATE_CLUSTER_URL | ||
WEAVIATE_API_KEY= YOUR WEAVIATE_API_KEY | ||
OPENAI_API_KEY= (ONLY NEEDED FOR STREAMLIT APP) | ||
``` | ||
To set up your Weaviate cluster, follow either of these methods: | ||
- **OPTION 1** Create a cluster in WCS (for more details, refer to the [Weaviate Cluster Setup Guide](https://weaviate.io/developers/wcs/guides/create-instance)) | ||
- **OPTION 2** Use Docker-Compose to setup a cluster locally [Weaviate Docker Guide](https://weaviate.io/developers/weaviate/installation/docker-compose) | ||
All connector functionality can be found in the [`connection.py`](./st_weaviate_connection/connection.py) python file. Documentation about `st.experimental_connection` can be found [here](https://docs.streamlit.io/library/api-reference/connections/st.experimental_connection). | ||
## ✨ Streamlit | ||
You can start the Streamlit app with the following command: | ||
```python | ||
streamlit run streamlit_app.py | ||
``` | ||
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## 📦 Data Management | ||
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To use the demo locally, you need to import Magic card data into your Weaviate cluster. Inside the [data](./data/) directory, we provide three scripts. | ||
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- `add_card_schema.py` Adds a card schema to your Weaviate cluster. | ||
- `delete_card_schema.py` Deletes the card schema and all saved objects. | ||
- `retrieve_magic_cards.py` Uses the [Scryfall API](https://scryfall.com/) to retrieve card information and saves them to your cluster. | ||
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## 💖 Open Source Contribution | ||
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Now, you're all set to use the Weaviate Connector for Streamlit. Happy coding! | ||
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We encourage open-source contributions. Feel free to suggest improvements, provide feedback, create issues, and submit bug reports! |
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import weaviate # type: ignore[import] | ||
import typer | ||
import os | ||
import json | ||
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from wasabi import msg # type: ignore[import] | ||
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from dotenv import load_dotenv | ||
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load_dotenv("../.env") | ||
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def main() -> None: | ||
msg.divider("Starting schema creation") | ||
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# Connect to Weaviate | ||
url = os.environ.get("WEAVIATE_URL", "") | ||
openai_key = os.environ.get("OPENAI_API_KEY", "") | ||
auth_config = weaviate.AuthApiKey(api_key=os.environ.get("WEAVIATE_API_KEY", "")) | ||
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if openai_key == "" or url == "": | ||
msg.fail("Environment Variables not set.") | ||
msg.warn(f"URL: {url}") | ||
msg.warn(f"OPENAI API KEY: {openai_key}") | ||
return | ||
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client = weaviate.Client( | ||
url=url, | ||
additional_headers={"X-OpenAI-Api-Key": openai_key}, | ||
auth_client_secret=auth_config, | ||
) | ||
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msg.good("Client connected to Weaviate Server") | ||
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if client.schema.exists("Card"): | ||
msg.warn("Card class already exists") | ||
return | ||
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with open("weaviate_schema.json", "r") as reader: | ||
class_obj = json.load(reader) | ||
client.schema.create_class(class_obj) | ||
msg.good("Card class created") | ||
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if __name__ == "__main__": | ||
typer.run(main) |
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