Component Class

Base class for component version, used to define a component. Can't be instantiated directly.

Inheritance
azure.ai.ml.entities._assets.asset.Asset
Component
azure.ai.ml.entities._validation.remote.RemoteValidatableMixin
Component
azure.ai.ml.entities._mixins.TelemetryMixin
Component
azure.ai.ml.entities._mixins.YamlTranslatableMixin
Component
azure.ai.ml.entities._validation.path_aware_schema.PathAwareSchemaValidatableMixin
Component
azure.ai.ml.entities._mixins.LocalizableMixin
Component

Constructor

Component(*, name: str | None = None, version: str | None = None, id: str | None = None, type: str | None = None, description: str | None = None, tags: Dict | None = None, properties: Dict | None = None, display_name: str | None = None, is_deterministic: bool = True, inputs: Dict | None = None, outputs: Dict | None = None, yaml_str: str | None = None, _schema: str | None = None, creation_context: SystemData | None = None, **kwargs: Any)

Parameters

Name Description
name
Required
str

Name of the resource.

version
Required
str

Version of the resource.

id
Required
str

Global ID of the resource, Azure Resource Manager ID.

type
Required
str

Type of the command, supported is 'command'.

description
Required
str

Description of the resource.

tags
Required

Tag dictionary. Tags can be added, removed, and updated.

properties
Required

Internal use only.

display_name
Required
str

Display name of the component.

is_deterministic
Required

Whether the component is deterministic. Defaults to True.

inputs
Required

Inputs of the component.

outputs
Required

Outputs of the component.

yaml_str
Required
str

The YAML string of the component.

_schema
Required
str

Schema of the component.

creation_context
Required

Creation metadata of the component.

kwargs
Required

Additional parameters for the component.

Keyword-Only Parameters

Name Description
name
Required
version
Required
id
Required
type
Required
description
Required
tags
Required
properties
Required
display_name
Required
is_deterministic
Default value: True
inputs
Required
outputs
Required
yaml_str
Required
_schema
Required
creation_context
Required

Methods

dump

Dump the component content into a file in yaml format.

dump

Dump the component content into a file in yaml format.

dump(dest: str | PathLike | IO, **kwargs: Any) -> None

Parameters

Name Description
dest
Required
Union[<xref:PathLike>, str, IO[AnyStr]]

The destination to receive this component's content. Must be either a path to a local file, or an already-open file stream. If dest is a file path, a new file will be created, and an exception is raised if the file exists. If dest is an open file, the file will be written to directly, and an exception will be raised if the file is not writable.

Attributes

base_path

The base path of the resource.

Returns

Type Description
str

The base path of the resource.

creation_context

The creation context of the resource.

Returns

Type Description

The creation metadata for the resource.

display_name

Display name of the component.

Returns

Type Description
str

Display name of the component.

id

The resource ID.

Returns

Type Description

The global ID of the resource, an Azure Resource Manager (ARM) ID.

inputs

Inputs of the component.

Returns

Type Description

Inputs of the component.

is_deterministic

Whether the component is deterministic.

Returns

Type Description

Whether the component is deterministic

outputs

Outputs of the component.

Returns

Type Description

Outputs of the component.

type

Type of the component, default is 'command'.

Returns

Type Description
str

Type of the component.

version

Version of the component.

Returns

Type Description
str

Version of the component.