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docker.md
Users might want to deploy LIT onto servers for public-facing, long-running instances. This is how we host the LIT demos found on https://pair-code.github.io/lit/demos/. Specifically, we deploy containerized LIT instances through Google Cloud's Google Kubernetes Engine (GKE).
The code required to deploy LIT as a containerized web app can be seen by looking at our masked language model demo.
First, let's look at the relevant code in
lm_demo.py
:
The get_wsgi_app()
method is what is invoked by the Dockerfile. It sets the
server_type
to "external"
, constructs the LIT Server
instance, and returns
the result of it's serve()
method which is the underlying LitApp
WSGI
application.
Now, let's explore the Dockerfile
:
The Dockerfile installs all necessary dependencies for LIT and builds the
front-end code from source. Then it runs gunicorn as
the HTTP server, invoking the get_wsgi_app()
method from our demo file to get
the WSGI app to serve. The options provided to gunicorn for our use-case can be
found in
gunicorn_config.py
.
Then, our container is built and deployed following the basics of the GKE tutorial.