Models

A collection of classes for building a SimAI model. Launching a build requires a configuration (ModelConfiguration) which defines the model properties, such as its inputs and outputs, the Global Coefficients and the Domain of Analysis, and its project. The ModelConfiguration object is, then, parsed to models.build() for launching a build.

Directory

class ModelDirectory

Provides a collection of methods related to building models.

build(configuration: ModelConfiguration, dismiss_data_with_fields_discrepancies: bool = False, dismiss_data_with_volume_overflow: bool = False)

Launches a build given a configuration.

Parameters:

• configuration (ModelConfiguration) – a ModelConfiguration object that contains the properties to be used in the build

• dismiss_data_with_fields_discrepancies (bool) – set to True for omitting data with missing properties

• dismiss_data_with_volume_overflow (bool) – set to True for omitting data outside the Domain of Analysis

Example

Use a previous configuration for a new build in the same project

a_project = simai.projects.get("project_A")

build_conf = a_project.last_model_configuration

new_model = simai.models.build(build_conf)

Use a previous configuration for a new build in another project

a_project = simai.projects.get("project_A")

build_conf = a_project.last_model_configuration

b_project = simai.projects.get("project_B")

# set the id of b_project as the project_id of the configuration
build_conf.project = b_project

new_model = simai.models.build(build_conf)

Model

class Model

Training model representation.

property configuration: ModelConfiguration

Build configuration of a model.

property project_id: str

The ID of the project where the model exists.