Module remote (2.17.0)

BigFrames general remote models.

Classes

VertexAIModel

VertexAIModel(
    endpoint: str,
    input: typing.Mapping[str, str],
    output: typing.Mapping[str, str],
    *,
    session: typing.Optional[bigframes.session.Session] = None,
    connection_name: typing.Optional[str] = None
)

Remote model from a Vertex AI HTTPS endpoint. User must specify HTTPS endpoint, input schema and output schema. For more information, see Deploy model on Vertex AI: https://cloud.google.com/bigquery/docs/bigquery-ml-remote-model-tutorial#Deploy-Model-on-Vertex-AI.

Parameters
Name Description
endpoint str

Vertex AI HTTPS endpoint.
input Mapping

Input schema: {column_name: column_type}. Supported types are "bool", "string", "int64", "float64", "array
output Mapping

Output label schema: {column_name: column_type}. Supported the same types as the input.
session bigframes.Session or None

BQ session to create the model. If None, use the global default session.
connection_name str or None

Connection to connect with remote service. str of the format <PROJECT_NUMBER/PROJECT_ID>.