Deploy a Streamlit app on Google App Engine
To deploy a Streamlit app on Google App Engine, you will need to create a new App Engine application and install the google-cloud-storage
and google-cloud-functions
Python libraries. You can do this by running the following commands:
pip install google-cloud-storage pip install google-cloud-functions
Next, you will need to create a app.yaml
file that specifies the runtime and other configuration details for your application. This file should include the following content:
runtime: python
env: flex
entrypoint: gunicorn -b :$PORT main:app
runtime_config:
python_version: 3
manual_scaling:
instances: 1
resources:
cpu: 1
memory_gb: 0.5
disk_size_gb: 10
This configuration specifies that the application should use Python 3 and run using the gunicorn
web server, with one instance and the specified CPU and memory resources.
Next, you can create a Dockerfile
that defines the steps to build a Docker image for your app. This file should include the following content:
FROM python:3.8 RUN pip install streamlit COPY . /app WORKDIR /app CMD streamlit run app.py
This Dockerfile
will install the streamlit
library and copy your app code into the image, and set the entrypoint to the streamlit
command to run the app.
Finally, you can use the following commands to build the Docker image and deploy it to App Engine:
gcloud builds submit --tag gcr.io/<YOUR_PROJECT_ID>/<IMAGE_NAME>
gcloud app deploy
This will build the Docker image using the Dockerfile
and push it to the Google Container Registry, and then deploy it to App Engine. You can find more information about these steps in the App Engine documentation.
Keep in mind that this is just a simple example, and there are many other options and settings that you can use to customize the deployment process. You can find more information about these options in the App Engine documentation and online resources.
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