class CfnSolution (construct)
Language | Type name |
---|---|
.NET | Amazon.CDK.AWS.Personalize.CfnSolution |
Java | software.amazon.awscdk.services.personalize.CfnSolution |
Python | aws_cdk.aws_personalize.CfnSolution |
TypeScript | @aws-cdk/aws-personalize » CfnSolution |
Implements
IConstruct
, IConstruct
, IDependable
, IInspectable
A CloudFormation AWS::Personalize::Solution
.
An object that provides information about a solution. A solution is a trained model that can be deployed as a campaign.
Example
// The code below shows an example of how to instantiate this type.
// The values are placeholders you should change.
import * as personalize from '@aws-cdk/aws-personalize';
declare const autoMlConfig: any;
declare const hpoConfig: any;
const cfnSolution = new personalize.CfnSolution(this, 'MyCfnSolution', {
datasetGroupArn: 'datasetGroupArn',
name: 'name',
// the properties below are optional
eventType: 'eventType',
performAutoMl: false,
performHpo: false,
recipeArn: 'recipeArn',
solutionConfig: {
algorithmHyperParameters: {
algorithmHyperParametersKey: 'algorithmHyperParameters',
},
autoMlConfig: autoMlConfig,
eventValueThreshold: 'eventValueThreshold',
featureTransformationParameters: {
featureTransformationParametersKey: 'featureTransformationParameters',
},
hpoConfig: hpoConfig,
},
});
Initializer
new CfnSolution(scope: Construct, id: string, props: CfnSolutionProps)
Parameters
- scope
Construct
— - scope in which this resource is defined. - id
string
— - scoped id of the resource. - props
Cfn
— - resource properties.Solution Props
Create a new AWS::Personalize::Solution
.
Construct Props
Name | Type | Description |
---|---|---|
dataset | string | The Amazon Resource Name (ARN) of the dataset group that provides the training data. |
name | string | The name of the solution. |
event | string | The event type (for example, 'click' or 'like') that is used for training the model. |
perform | boolean | IResolvable | > We don't recommend enabling automated machine learning. |
perform | boolean | IResolvable | Whether to perform hyperparameter optimization (HPO) on the chosen recipe. |
recipe | string | The ARN of the recipe used to create the solution. |
solution | IResolvable | Solution | Describes the configuration properties for the solution. |
datasetGroupArn
Type:
string
The Amazon Resource Name (ARN) of the dataset group that provides the training data.
name
Type:
string
The name of the solution.
eventType?
Type:
string
(optional)
The event type (for example, 'click' or 'like') that is used for training the model.
If no eventType
is provided, Amazon Personalize uses all interactions for training with equal weight regardless of type.
performAutoMl?
Type:
boolean |
IResolvable
(optional)
We don't recommend enabling automated machine learning.
Instead, match your use case to the available Amazon Personalize recipes. For more information, see Determining your use case.
When true, Amazon Personalize performs a search for the best USER_PERSONALIZATION recipe from the list specified in the solution configuration ( recipeArn
must not be specified). When false (the default), Amazon Personalize uses recipeArn
for training.
performHpo?
Type:
boolean |
IResolvable
(optional)
Whether to perform hyperparameter optimization (HPO) on the chosen recipe.
The default is false
.
recipeArn?
Type:
string
(optional)
The ARN of the recipe used to create the solution.
solutionConfig?
Type:
IResolvable
|
Solution
(optional)
Describes the configuration properties for the solution.
Properties
Name | Type | Description |
---|---|---|
attr | string | The Amazon Resource Name (ARN) of the solution. |
cfn | ICfn | Options for this resource, such as condition, update policy etc. |
cfn | { [string]: any } | |
cfn | string | AWS resource type. |
creation | string[] | |
dataset | string | The Amazon Resource Name (ARN) of the dataset group that provides the training data. |
logical | string | The logical ID for this CloudFormation stack element. |
name | string | The name of the solution. |
node | Construct | The construct tree node associated with this construct. |
ref | string | Return a string that will be resolved to a CloudFormation { Ref } for this element. |
stack | Stack | The stack in which this element is defined. |
event | string | The event type (for example, 'click' or 'like') that is used for training the model. |
perform | boolean | IResolvable | > We don't recommend enabling automated machine learning. |
perform | boolean | IResolvable | Whether to perform hyperparameter optimization (HPO) on the chosen recipe. |
recipe | string | The ARN of the recipe used to create the solution. |
solution | IResolvable | Solution | Describes the configuration properties for the solution. |
static CFN_RESOURCE_TYPE_NAME | string | The CloudFormation resource type name for this resource class. |
attrSolutionArn
Type:
string
The Amazon Resource Name (ARN) of the solution.
cfnOptions
Type:
ICfn
Options for this resource, such as condition, update policy etc.
cfnProperties
Type:
{ [string]: any }
cfnResourceType
Type:
string
AWS resource type.
creationStack
Type:
string[]
datasetGroupArn
Type:
string
The Amazon Resource Name (ARN) of the dataset group that provides the training data.
logicalId
Type:
string
The logical ID for this CloudFormation stack element.
The logical ID of the element is calculated from the path of the resource node in the construct tree.
To override this value, use overrideLogicalId(newLogicalId)
.
name
Type:
string
The name of the solution.
node
Type:
Construct
The construct tree node associated with this construct.
ref
Type:
string
Return a string that will be resolved to a CloudFormation { Ref }
for this element.
If, by any chance, the intrinsic reference of a resource is not a string, you could
coerce it to an IResolvable through Lazy.any({ produce: resource.ref })
.
stack
Type:
Stack
The stack in which this element is defined.
CfnElements must be defined within a stack scope (directly or indirectly).
eventType?
Type:
string
(optional)
The event type (for example, 'click' or 'like') that is used for training the model.
If no eventType
is provided, Amazon Personalize uses all interactions for training with equal weight regardless of type.
performAutoMl?
Type:
boolean |
IResolvable
(optional)
We don't recommend enabling automated machine learning.
Instead, match your use case to the available Amazon Personalize recipes. For more information, see Determining your use case.
When true, Amazon Personalize performs a search for the best USER_PERSONALIZATION recipe from the list specified in the solution configuration ( recipeArn
must not be specified). When false (the default), Amazon Personalize uses recipeArn
for training.
performHpo?
Type:
boolean |
IResolvable
(optional)
Whether to perform hyperparameter optimization (HPO) on the chosen recipe.
The default is false
.
recipeArn?
Type:
string
(optional)
The ARN of the recipe used to create the solution.
solutionConfig?
Type:
IResolvable
|
Solution
(optional)
Describes the configuration properties for the solution.
static CFN_RESOURCE_TYPE_NAME
Type:
string
The CloudFormation resource type name for this resource class.
Methods
Name | Description |
---|---|
add | Syntactic sugar for addOverride(path, undefined) . |
add | Indicates that this resource depends on another resource and cannot be provisioned unless the other resource has been successfully provisioned. |
add | Add a value to the CloudFormation Resource Metadata. |
add | Adds an override to the synthesized CloudFormation resource. |
add | Adds an override that deletes the value of a property from the resource definition. |
add | Adds an override to a resource property. |
apply | Sets the deletion policy of the resource based on the removal policy specified. |
get | Returns a token for an runtime attribute of this resource. |
get | Retrieve a value value from the CloudFormation Resource Metadata. |
inspect(inspector) | Examines the CloudFormation resource and discloses attributes. |
override | Overrides the auto-generated logical ID with a specific ID. |
to | Returns a string representation of this construct. |
protected render |
DeletionOverride(path)
addpublic addDeletionOverride(path: string): void
Parameters
- path
string
— The path of the value to delete.
Syntactic sugar for addOverride(path, undefined)
.
DependsOn(target)
addpublic addDependsOn(target: CfnResource): void
Parameters
- target
Cfn
Resource
Indicates that this resource depends on another resource and cannot be provisioned unless the other resource has been successfully provisioned.
This can be used for resources across stacks (or nested stack) boundaries and the dependency will automatically be transferred to the relevant scope.
Metadata(key, value)
addpublic addMetadata(key: string, value: any): void
Parameters
- key
string
- value
any
Add a value to the CloudFormation Resource Metadata.
See also: [https://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/metadata-section-structure.html
Note that this is a different set of metadata from CDK node metadata; this metadata ends up in the stack template under the resource, whereas CDK node metadata ends up in the Cloud Assembly.](https://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/metadata-section-structure.html
Note that this is a different set of metadata from CDK node metadata; this metadata ends up in the stack template under the resource, whereas CDK node metadata ends up in the Cloud Assembly.)
Override(path, value)
addpublic addOverride(path: string, value: any): void
Parameters
- path
string
— - The path of the property, you can use dot notation to override values in complex types. - value
any
— - The value.
Adds an override to the synthesized CloudFormation resource.
To add a
property override, either use addPropertyOverride
or prefix path
with
"Properties." (i.e. Properties.TopicName
).
If the override is nested, separate each nested level using a dot (.) in the path parameter. If there is an array as part of the nesting, specify the index in the path.
To include a literal .
in the property name, prefix with a \
. In most
programming languages you will need to write this as "\\."
because the
\
itself will need to be escaped.
For example,
cfnResource.addOverride('Properties.GlobalSecondaryIndexes.0.Projection.NonKeyAttributes', ['myattribute']);
cfnResource.addOverride('Properties.GlobalSecondaryIndexes.1.ProjectionType', 'INCLUDE');
would add the overrides
"Properties": {
"GlobalSecondaryIndexes": [
{
"Projection": {
"NonKeyAttributes": [ "myattribute" ]
...
}
...
},
{
"ProjectionType": "INCLUDE"
...
},
]
...
}
The value
argument to addOverride
will not be processed or translated
in any way. Pass raw JSON values in here with the correct capitalization
for CloudFormation. If you pass CDK classes or structs, they will be
rendered with lowercased key names, and CloudFormation will reject the
template.
PropertyDeletionOverride(propertyPath)
addpublic addPropertyDeletionOverride(propertyPath: string): void
Parameters
- propertyPath
string
— The path to the property.
Adds an override that deletes the value of a property from the resource definition.
PropertyOverride(propertyPath, value)
addpublic addPropertyOverride(propertyPath: string, value: any): void
Parameters
- propertyPath
string
— The path of the property. - value
any
— The value.
Adds an override to a resource property.
Syntactic sugar for addOverride("Properties.<...>", value)
.
RemovalPolicy(policy?, options?)
applypublic applyRemovalPolicy(policy?: RemovalPolicy, options?: RemovalPolicyOptions): void
Parameters
- policy
Removal
Policy - options
Removal
Policy Options
Sets the deletion policy of the resource based on the removal policy specified.
The Removal Policy controls what happens to this resource when it stops being managed by CloudFormation, either because you've removed it from the CDK application or because you've made a change that requires the resource to be replaced.
The resource can be deleted (RemovalPolicy.DESTROY
), or left in your AWS
account for data recovery and cleanup later (RemovalPolicy.RETAIN
).
Att(attributeName)
getpublic getAtt(attributeName: string): Reference
Parameters
- attributeName
string
— The name of the attribute.
Returns
Returns a token for an runtime attribute of this resource.
Ideally, use generated attribute accessors (e.g. resource.arn
), but this can be used for future compatibility
in case there is no generated attribute.
Metadata(key)
getpublic getMetadata(key: string): any
Parameters
- key
string
Returns
any
Retrieve a value value from the CloudFormation Resource Metadata.
See also: [https://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/metadata-section-structure.html
Note that this is a different set of metadata from CDK node metadata; this metadata ends up in the stack template under the resource, whereas CDK node metadata ends up in the Cloud Assembly.](https://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/metadata-section-structure.html
Note that this is a different set of metadata from CDK node metadata; this metadata ends up in the stack template under the resource, whereas CDK node metadata ends up in the Cloud Assembly.)
inspect(inspector)
public inspect(inspector: TreeInspector): void
Parameters
- inspector
Tree
— - tree inspector to collect and process attributes.Inspector
Examines the CloudFormation resource and discloses attributes.
LogicalId(newLogicalId)
overridepublic overrideLogicalId(newLogicalId: string): void
Parameters
- newLogicalId
string
— The new logical ID to use for this stack element.
Overrides the auto-generated logical ID with a specific ID.
String()
topublic toString(): string
Returns
string
Returns a string representation of this construct.
Properties(props)
protected renderprotected renderProperties(props: { [string]: any }): { [string]: any }
Parameters
- props
{ [string]: any }
Returns
{ [string]: any }