prepare_docker
prepare_docker(
board,
pin_name: str,
path: str = './',
version,
rspm_env: bool = False,
host: str = '0.0.0.0',
port: str = '8080',
)Generate files needed for Docker
Deploying a vetiver model via Docker requires several files. This function will generate a Dockerfile, app.py file, and a requirements.txt to be usedto build and run a Docker container.
Parameters
board :-
Pin board for model
pin_name : str-
Name of pin
path : Path | str = './'-
Path to output
version : str = None-
Pin version to be used. If none is supplied, the most recent pin will be selected.
rspm_env : bool = False-
Whether or not Posit Package Manager should be used
host : str = '0.0.0.0'-
Host address to run VetiverAPI from Dockerfile
port : str = '8080'-
Port to run VetiverAPI from Dockerfile
Examples
import vetiver
import tempfile
import pins
tmp = tempfile.TemporaryDirectory()
board = pins.board_temp(allow_pickle_read=True)
X, y = vetiver.get_mock_data()
model = vetiver.get_mock_model().fit(X, y)
v = vetiver.VetiverModel(model, "my_model", prototype_data = X)
vetiver.vetiver_pin_write(board, v)
vetiver.prepare_docker(board = board, pin_name = "my_model", path = tmp.name)Notes
This function uses vetiver.get_board_pkgs(board) for generating requirements. For more complex use cases, call write_docker(), load_pkgs(), and write_app() individually.