Amazon Personalize Structure
Schema defining the structure of an Amazon Personalize dataset group resource, including datasets, solutions, campaigns, and recommenders for building personalized recommendation systems.
Amazon Personalize Dataset Group Definition is a JSON Structure definition published by Amazon Personalize, describing 12 properties, of which 1 is required. It conforms to the https://json-structure.org/meta/core/v0/# meta-schema.
Properties
Meta-schema: https://json-structure.org/meta/core/v0/#
JSON Structure
{
"$schema": "https://json-structure.org/meta/core/v0/#",
"$id": "https://schemas.apievangelist.com/amazon-personalize/dataset-group-definition",
"name": "Amazon Personalize Dataset Group Definition",
"description": "Schema defining the structure of an Amazon Personalize dataset group resource, including datasets, solutions, campaigns, and recommenders for building personalized recommendation systems.",
"type": "object",
"required": [
"name"
],
"properties": {
"name": {
"type": "string",
"description": "The name of the dataset group.",
"minLength": 1,
"maxLength": 63,
"pattern": "^[a-zA-Z0-9][a-zA-Z0-9_-]*$"
},
"datasetGroupArn": {
"type": "string",
"description": "The Amazon Resource Name of the dataset group."
},
"status": {
"type": "string",
"description": "The current status of the dataset group."
},
"domain": {
"type": "string",
"enum": [
"ECOMMERCE",
"VIDEO_ON_DEMAND"
],
"description": "The domain of the dataset group for domain-based recommenders."
},
"kmsKeyArn": {
"type": "string",
"description": "The ARN of the KMS key used to encrypt the datasets."
},
"roleArn": {
"type": "string",
"description": "The ARN of the IAM role that has permissions to access the datasets."
},
"creationDateTime": {
"type": "datetime",
"description": "The creation date and time of the dataset group."
},
"lastUpdatedDateTime": {
"type": "datetime",
"description": "The last updated date and time of the dataset group."
},
"datasets": {
"type": "array",
"items": {
"$ref": "#/$defs/Dataset"
},
"description": "The datasets in the dataset group."
},
"solutions": {
"type": "array",
"items": {
"$ref": "#/$defs/Solution"
},
"description": "The trained solutions in the dataset group."
},
"campaigns": {
"type": "array",
"items": {
"$ref": "#/$defs/Campaign"
},
"description": "The deployed campaigns for real-time recommendations."
},
"recommenders": {
"type": "array",
"items": {
"$ref": "#/$defs/Recommender"
},
"description": "Domain-based recommenders in the dataset group."
}
},
"definitions": {
"Dataset": {
"type": "object",
"description": "A dataset containing interaction, user, or item data for training.",
"required": [
"name",
"datasetType"
],
"properties": {
"name": {
"type": "string",
"description": "The name of the dataset."
},
"datasetArn": {
"type": "string",
"description": "The ARN of the dataset."
},
"datasetGroupArn": {
"type": "string",
"description": "The ARN of the dataset group."
},
"datasetType": {
"type": "string",
"enum": [
"Interactions",
"Items",
"Users",
"Actions",
"Action_Interactions"
],
"description": "The type of dataset."
},
"schemaArn": {
"type": "string",
"description": "The ARN of the schema associated with the dataset."
},
"status": {
"type": "string",
"description": "The status of the dataset."
},
"creationDateTime": {
"type": "datetime"
}
},
"name": "Dataset"
},
"Solution": {
"type": "object",
"description": "A trained model that generates recommendations.",
"required": [
"name"
],
"properties": {
"name": {
"type": "string",
"description": "The name of the solution."
},
"solutionArn": {
"type": "string",
"description": "The ARN of the solution."
},
"recipeArn": {
"type": "string",
"description": "The ARN of the recipe used to create the solution."
},
"datasetGroupArn": {
"type": "string",
"description": "The ARN of the dataset group that provides the training data."
},
"performAutoML": {
"type": "boolean",
"description": "Whether to perform automated ML to find the best recipe."
},
"performHPO": {
"type": "boolean",
"description": "Whether to perform hyperparameter optimization."
},
"status": {
"type": "string",
"description": "The status of the solution."
},
"solutionConfig": {
"type": "object",
"properties": {
"eventValueThreshold": {
"type": "string"
},
"algorithmHyperParameters": {
"type": "object",
"additionalProperties": {
"type": "string"
}
},
"featureTransformationParameters": {
"type": "object",
"additionalProperties": {
"type": "string"
}
}
}
}
},
"name": "Solution"
},
"Campaign": {
"type": "object",
"description": "A deployed solution version for real-time recommendations.",
"required": [
"name",
"solutionVersionArn"
],
"properties": {
"name": {
"type": "string",
"description": "The name of the campaign."
},
"campaignArn": {
"type": "string",
"description": "The ARN of the campaign."
},
"solutionVersionArn": {
"type": "string",
"description": "The ARN of the deployed solution version."
},
"minProvisionedTPS": {
"type": "int32",
"minimum": 1,
"description": "The minimum provisioned transactions per second."
},
"status": {
"type": "string",
"description": "The status of the campaign."
},
"creationDateTime": {
"type": "datetime"
}
},
"name": "Campaign"
},
"Recommender": {
"type": "object",
"description": "A domain-based recommender for specific use cases.",
"properties": {
"name": {
"type": "string",
"description": "The name of the recommender."
},
"recommenderArn": {
"type": "string",
"description": "The ARN of the recommender."
},
"datasetGroupArn": {
"type": "string",
"description": "The ARN of the dataset group."
},
"recipeArn": {
"type": "string",
"description": "The ARN of the recipe for the recommender."
},
"status": {
"type": "string",
"description": "The status of the recommender."
},
"creationDateTime": {
"type": "datetime"
}
},
"name": "Recommender"
}
}
}
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