Core Metadata Elements
StoredModel
The following is an example of the core elements of the metadata for a StoredModel:
{
"versionNumber": 0,
"id": "3fa85f64-5717-4562-b3fc-2c963f66afa6",
"group": "string",
"version": 0,
"createdDate": "2024-07-16T21:14:12.287Z",
"lastModifiedDate": "2024-07-16T21:14:12.287Z",
"createdBy": "string",
"lastModifiedBy": "string",
"modelMetaData": {
"custom": {
"additionalProp1": {},
"additionalProp2": {},
"additionalProp3": {}
},
"tags": [
"string"
],
"name": "string",
"description": "string",
"expirationDate": "2024-07-16T21:14:12.287Z",
"modelStage": "string",
"type": "PYTHON",
"inputSchema": [
{
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"schemaId": "3fa85f64
-5717
-4562
-b3fc
-2c963f66afa6"
,
"name": "string"
,
"schemaDefinition": "string"
}
],
"outputSchema": [
{
"schemaId": "3fa85f64
-5717
-4562
-b3fc
-2c963f66afa6"
,
"name": "string"
,
"schemaDefinition": "string"
}
],
"enableInputSchemaChecking": true
,
"enableOutputSchemaChecking": true
,
"attachments": [
"string"
],
"platform": "string"
,
"repositoryInfo": {
"repositoryType": "string"
},
"modelCategory": "BUSINESS_MODEL"
,
"defaultAssociationRole": "INPUT_DATA_MODEL"
,
"frequentlyUsed": true
,
"modelUseCategory": "string"
,
"modelOrganization": "string"
,
"modelRisk": "string"
,
"modelMethodology": "string"
,
"roi": {
"baselineMetricsTNR":
0
,
"baselineMetricsTPR":
0
,
"costMultipliersTP":
0
,
"costMultipliersTN":
0
,
"costMultipliersFP":
0
,
"costMultipliersFN":
0
},
"currentSelectedModelId": "3fa85f64
-5717
-4562
-b3fc
-2c963f66afa6"
},
"modelAssets": [
{
"assetId": "3fa85f64
-5717
-4562
-b3fc
-2c963f66afa6"
,
"name": "string"
,
"assetType": "string"
,
"assetRole": "MODEL_SOURCE"
,
"metaData": {
"custom": {
"additionalProp1": {},
"additionalProp2": {},
"additionalProp3": {}
},
"tags": [
"string"
],
"name": "string"
,
"description": "string"
,
"expirationDate": "2024
-07
-16T21:14:12.287Z"
,
"modelStage": "string"
},
"repositoryInfo": {
"repositoryType": "string"
},
"importedRepository": {
"repositoryType": "string"
},
"usage": "INPUT_ASSET"
,
"contentHash": {
"hashType": "string"
,
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"hexString": "string"
}
}
],
"gitDifferences": [
{
"oldPath": "string"
,
"newPath": "string"
,
"changeType": "string"
,
"oldId": "string"
,
"newId": "string"
,
"diff": "string"
,
"author": "string"
,
"authorEmail": "string"
,
"committer": "string"
,
"committerEmail": "string"
,
"oldContent": "string"
,
"newContent": "string"
}
],
"useCaseIds": [
"string"
],
"requiredAssets": [
{
"assetId": "3fa85f64
-5717
-4562
-b3fc
-2c963f66afa6"
,
"name": "string"
,
"assetType": "string"
,
"assetRole": "MODEL_SOURCE"
,
"metaData": {
"custom": {
"additionalProp1": {},
"additionalProp2": {},
"additionalProp3": {}
},
"tags": [
"string"
],
"name": "string"
,
"description": "string"
,
"expirationDate": "2024
-07
-16T21:14:12.287Z"
,
"modelStage": "string"
},
"repositoryInfo": {
"repositoryType": "string"
},
"importedRepository": {
"repositoryType": "string"
},
"usage": "INPUT_ASSET"
,
"contentHash": {
"hashType": "string"
,
"hexString": "string"
}
}
],
"associatedModels": [
{
"inlineAssociatedModel": {},
"associationType": "string"
,
"associationRole": "INPUT_DATA_MODEL"
,
"associationAssets": [
{
"assetId": "3fa85f64
-5717
-4562
-b3fc
-2c963f66afa6"
,
"name": "string"
,
"assetType": "string"
,
"assetRole": "MODEL_SOURCE"
,
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"metaData": {
"custom": {
"additionalProp1": {},
"additionalProp2": {},
"additionalProp3": {}
},
"tags": [
"string"
],
"name": "string"
,
"description": "string"
,
"expirationDate": "2024
-07
-16T21:14:12.287Z"
,
"modelStage": "string"
},
"repositoryInfo": {
"repositoryType": "string"
},
"importedRepository": {
"repositoryType": "string"
},
"usage": "INPUT_ASSET"
,
"contentHash": {
"hashType": "string"
,
"hexString": "string"
}
}
],
"schedules": [
{
"scheduleId": "3fa85f64
-5717
-4562
-b3fc
-2c963f66afa6"
,
"scheduleType": "string"
,
"metaData": {
"custom": {
"additionalProp1": {},
"additionalProp2": {},
"additionalProp3": {}
},
"tags": [
"string"
],
"name": "string"
,
"description": "string"
,
"expirationDate": "2024
-07
-16T21:14:12.287Z"
,
"modelStage": "string"
},
"action": {
"actionType": "string"
},
"active": true
}
]
}
],
"_links": [
{
"href": "string"
,
"hreflang": "string"
,
"title": "string"
,
"type": "string"
,
"deprecation": "string"
,
"profile": "string"
,
"name": "string"
,
"templated": true
}
]
}
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DeployableModel
The following is an example of the deployableModel metadata:
{
"versionNumber":
0
,
"id": "3fa85f64
-5717
-4562
-b3fc
-2c963f66afa6"
,
"group": "string"
,
"version":
0
,
"createdDate": "2024
-07
-16T21:14:56.246Z"
,
"lastModifiedDate": "2024
-07
-16T21:14:56.246Z"
,
"createdBy": "string"
,
"lastModifiedBy": "string"
,
"storedModel": {
"versionNumber":
0
,
"id": "3fa85f64
-5717
-4562
-b3fc
-2c963f66afa6"
,
"group": "string"
,
"version":
0
,
"createdDate": "2024
-07
-16T21:14:56.246Z"
,
"lastModifiedDate": "2024
-07
-16T21:14:56.246Z"
,
"createdBy": "string"
,
"lastModifiedBy": "string"
,
"modelMetaData": {
"custom": {
"additionalProp1": {},
"additionalProp2": {},
"additionalProp3": {}
},
"tags": [
"string"
],
"name": "string"
,
"description": "string"
,
"expirationDate": "2024
-07
-16T21:14:56.246Z"
,
"modelStage": "string"
,
"type": "PYTHON"
,
"inputSchema": [
{
"schemaId": "3fa85f64
-5717
-4562
-b3fc
-2c963f66afa6"
,
"name": "string"
,
"schemaDefinition": "string"
}
],
"outputSchema": [
{
"schemaId": "3fa85f64
-5717
-4562
-b3fc
-2c963f66afa6"
,
"name": "string"
,
"schemaDefinition": "string"
}
],
"enableInputSchemaChecking": true
,
"enableOutputSchemaChecking": true
,
"attachments": [
"string"
],
"platform": "string"
,
"repositoryInfo": {
"repositoryType": "string"
},
"modelCategory": "BUSINESS_MODEL"
,
"defaultAssociationRole": "INPUT_DATA_MODEL"
,
"frequentlyUsed": true
,
"modelUseCategory": "string"
,
"modelOrganization": "string"
,
"modelRisk": "string"
,
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"modelMethodology": "string"
,
"roi": {
"baselineMetricsTNR":
0
,
"baselineMetricsTPR":
0
,
"costMultipliersTP":
0
,
"costMultipliersTN":
0
,
"costMultipliersFP":
0
,
"costMultipliersFN":
0
},
"currentSelectedModelId": "3fa85f64
-5717
-4562
-b3fc
-2c963f66afa6"
},
"modelAssets": [
{
"assetId": "3fa85f64
-5717
-4562
-b3fc
-2c963f66afa6"
,
"name": "string"
,
"assetType": "string"
,
"assetRole": "MODEL_SOURCE"
,
"metaData": {
"custom": {
"additionalProp1": {},
"additionalProp2": {},
"additionalProp3": {}
},
"tags": [
"string"
],
"name": "string"
,
"description": "string"
,
"expirationDate": "2024
-07
-16T21:14:56.246Z"
,
"modelStage": "string"
},
"repositoryInfo": {
"repositoryType": "string"
},
"importedRepository": {
"repositoryType": "string"
},
"usage": "INPUT_ASSET"
,
"contentHash": {
"hashType": "string"
,
"hexString": "string"
}
}
],
"gitDifferences": [
{
"oldPath": "string"
,
"newPath": "string"
,
"changeType": "string"
,
"oldId": "string"
,
"newId": "string"
,
"diff": "string"
,
"author": "string"
,
"authorEmail": "string"
,
"committer": "string"
,
"committerEmail": "string"
,
"oldContent": "string"
,
"newContent": "string"
}
],
"useCaseIds": [
"string"
],
"requiredAssets": [
{
"assetId": "3fa85f64
-5717
-4562
-b3fc
-2c963f66afa6"
,
"name": "string"
,
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"assetType": "string"
,
"assetRole": "MODEL_SOURCE"
,
"metaData": {
"custom": {
"additionalProp1": {},
"additionalProp2": {},
"additionalProp3": {}
},
"tags": [
"string"
],
"name": "string"
,
"description": "string"
,
"expirationDate": "2024
-07
-16T21:14:56.246Z"
,
"modelStage": "string"
},
"repositoryInfo": {
"repositoryType": "string"
},
"importedRepository": {
"repositoryType": "string"
},
"usage": "INPUT_ASSET"
,
"contentHash": {
"hashType": "string"
,
"hexString": "string"
}
}
],
"associatedModels": [
{
"associationType": "string"
,
"associationRole": "INPUT_DATA_MODEL"
,
"associationAssets": [
{
"assetId": "3fa85f64
-5717
-4562
-b3fc
-2c963f66afa6"
,
"name": "string"
,
"assetType": "string"
,
"assetRole": "MODEL_SOURCE"
,
"metaData": {
"custom": {
"additionalProp1": {},
"additionalProp2": {},
"additionalProp3": {}
},
"tags": [
"string"
],
"name": "string"
,
"description": "string"
,
"expirationDate": "2024
-07
-16T21:14:56.246Z"
,
"modelStage": "string"
},
"repositoryInfo": {
"repositoryType": "string"
},
"importedRepository": {
"repositoryType": "string"
},
"usage": "INPUT_ASSET"
,
"contentHash": {
"hashType": "string"
,
"hexString": "string"
}
}
],
"schedules": [
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{
"scheduleId": "3fa85f64
-5717
-4562
-b3fc
-2c963f66afa6"
,
"scheduleType": "string"
,
"metaData": {
"custom": {
"additionalProp1": {},
"additionalProp2": {},
"additionalProp3": {}
},
"tags": [
"string"
],
"name": "string"
,
"description": "string"
,
"expirationDate": "2024
-07
-16T21:14:56.246Z"
,
"modelStage": "string"
},
"action": {
"actionType": "string"
},
"active": true
}
]
}
]
},
"metaData": {
"custom": {
"additionalProp1": {},
"additionalProp2": {},
"additionalProp3": {}
},
"tags": [
"string"
],
"name": "string"
,
"description": "string"
,
"expirationDate": "2024
-07
-16T21:14:56.246Z"
,
"modelStage": "string"
},
"modelDocuments": [
{
"assetId": "3fa85f64
-5717
-4562
-b3fc
-2c963f66afa6"
,
"name": "string"
,
"assetType": "string"
,
"assetRole": "MODEL_SOURCE"
,
"metaData": {
"custom": {
"additionalProp1": {},
"additionalProp2": {},
"additionalProp3": {}
},
"tags": [
"string"
],
"name": "string"
,
"description": "string"
,
"expirationDate": "2024
-07
-16T21:14:56.246Z"
,
"modelStage": "string"
},
"repositoryInfo": {
"repositoryType": "string"
},
"importedRepository": {
"repositoryType": "string"
},
"usage": "INPUT_ASSET"
,
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"contentHash": {
"hashType": "string"
,
"hexString": "string"
}
}
],
"targetRuntimes": [
{
"versionNumber":
0
,
"id": "3fa85f64
-5717
-4562
-b3fc
-2c963f66afa6"
,
"group": "string"
,
"version":
0
,
"createdDate": "2024
-07
-16T21:14:56.246Z"
,
"lastModifiedDate": "2024
-07
-16T21:14:56.246Z"
,
"createdBy": "string"
,
"lastModifiedBy": "string"
,
"engineType": "string"
,
"name": "string"
,
"description": "string"
,
"release": "string"
,
"state": "CREATING"
,
"platform": "string"
,
"inputEndpoints": [
{
"endpointType": "string"
,
"name": "string"
,
"description": "string"
,
"encoding": "UTF8"
}
],
"outputEndpoints": [
{
"endpointType": "string"
,
"name": "string"
,
"description": "string"
,
"encoding": "UTF8"
}
],
"tags": [
"string"
],
"environmentName": "string"
,
"inProduction": true
,
"lastActivity": {
"date": "2024
-07
-16T21:14:56.246Z"
,
"type": "DEPLOYMENT"
}
}
],
"associatedModels": [
{
"inlineAssociatedModel": {},
"associationType": "string"
,
"associationRole": "INPUT_DATA_MODEL"
,
"associationAssets": [
{
"assetId": "3fa85f64
-5717
-4562
-b3fc
-2c963f66afa6"
,
"name": "string"
,
"assetType": "string"
,
"assetRole": "MODEL_SOURCE"
,
"metaData": {
"custom": {
"additionalProp1": {},
"additionalProp2": {},
"additionalProp3": {}
},
"tags": [
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"string"
],
"name": "string"
,
"description": "string"
,
"expirationDate": "2024
-07
-16T21:14:56.246Z"
,
"modelStage": "string"
},
"repositoryInfo": {
"repositoryType": "string"
},
"importedRepository": {
"repositoryType": "string"
},
"usage": "INPUT_ASSET"
,
"contentHash": {
"hashType": "string"
,
"hexString": "string"
}
}
],
"schedules": [
{
"scheduleId": "3fa85f64
-5717
-4562
-b3fc
-2c963f66afa6"
,
"scheduleType": "string"
,
"metaData": {
"custom": {
"additionalProp1": {},
"additionalProp2": {},
"additionalProp3": {}
},
"tags": [
"string"
],
"name": "string"
,
"description": "string"
,
"expirationDate": "2024
-07
-16T21:14:56.246Z"
,
"modelStage": "string"
},
"action": {
"actionType": "string"
},
"active": true
}
]
}
],
"_links": [
{
"href": "string"
,
"hreflang": "string"
,
"title": "string"
,
"type": "string"
,
"deprecation": "string"
,
"profile": "string"
,
"name": "string"
,
"templated": true
}
] DeployedModel
The following is an example of the deployedModel metadata:
{
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"versionNumber":
0
,
"id": "3fa85f64
-5717
-4562
-b3fc
-2c963f66afa6"
,
"group": "string"
,
"version":
0
,
"createdDate": "2024
-07
-16T21:15:43.752Z"
,
"lastModifiedDate": "2024
-07
-16T21:15:43.752Z"
,
"createdBy": "string"
,
"lastModifiedBy": "string"
,
"deployTime": "2024
-07
-16T21:15:43.752Z"
,
"undeployTime": "2024
-07
-16T21:15:43.752Z"
,
"deployableModel": {
"versionNumber":
0
,
"id": "3fa85f64
-5717
-4562
-b3fc
-2c963f66afa6"
,
"group": "string"
,
"version":
0
,
"createdDate": "2024
-07
-16T21:15:43.752Z"
,
"lastModifiedDate": "2024
-07
-16T21:15:43.752Z"
,
"createdBy": "string"
,
"lastModifiedBy": "string"
,
"storedModel": {
"versionNumber":
0
,
"id": "3fa85f64
-5717
-4562
-b3fc
-2c963f66afa6"
,
"group": "string"
,
"version":
0
,
"createdDate": "2024
-07
-16T21:15:43.752Z"
,
"lastModifiedDate": "2024
-07
-16T21:15:43.752Z"
,
"createdBy": "string"
,
"lastModifiedBy": "string"
,
"modelMetaData": {
"custom": {
"additionalProp1": {},
"additionalProp2": {},
"additionalProp3": {}
},
"tags": [
"string"
],
"name": "string"
,
"description": "string"
,
"expirationDate": "2024
-07
-16T21:15:43.752Z"
,
"modelStage": "string"
,
"type": "PYTHON"
,
"inputSchema": [
{
"schemaId": "3fa85f64
-5717
-4562
-b3fc
-2c963f66afa6"
,
"name": "string"
,
"schemaDefinition": "string"
}
],
"outputSchema": [
{
"schemaId": "3fa85f64
-5717
-4562
-b3fc
-2c963f66afa6"
,
"name": "string"
,
"schemaDefinition": "string"
}
],
"enableInputSchemaChecking": true
,
"enableOutputSchemaChecking": true
,
"attachments": [
"string"
],
"platform": "string"
,
"repositoryInfo": {
"repositoryType": "string"
},
"modelCategory": "BUSINESS_MODEL"
,
"defaultAssociationRole": "INPUT_DATA_MODEL"
,
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"frequentlyUsed": true
,
"modelUseCategory": "string"
,
"modelOrganization": "string"
,
"modelRisk": "string"
,
"modelMethodology": "string"
,
"roi": {
"baselineMetricsTNR":
0
,
"baselineMetricsTPR":
0
,
"costMultipliersTP":
0
,
"costMultipliersTN":
0
,
"costMultipliersFP":
0
,
"costMultipliersFN":
0
},
"currentSelectedModelId": "3fa85f64
-5717
-4562
-b3fc
-2c963f66afa6"
},
"modelAssets": [
{
"assetId": "3fa85f64
-5717
-4562
-b3fc
-2c963f66afa6"
,
"name": "string"
,
"assetType": "string"
,
"assetRole": "MODEL_SOURCE"
,
"metaData": {
"custom": {
"additionalProp1": {},
"additionalProp2": {},
"additionalProp3": {}
},
"tags": [
"string"
],
"name": "string"
,
"description": "string"
,
"expirationDate": "2024
-07
-16T21:15:43.752Z"
,
"modelStage": "string"
},
"repositoryInfo": {
"repositoryType": "string"
},
"importedRepository": {
"repositoryType": "string"
},
"usage": "INPUT_ASSET"
,
"contentHash": {
"hashType": "string"
,
"hexString": "string"
}
}
],
"gitDifferences": [
{
"oldPath": "string"
,
"newPath": "string"
,
"changeType": "string"
,
"oldId": "string"
,
"newId": "string"
,
"diff": "string"
,
"author": "string"
,
"authorEmail": "string"
,
"committer": "string"
,
"committerEmail": "string"
,
"oldContent": "string"
,
"newContent": "string"
}
],
"useCaseIds": [
"string"
],
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"requiredAssets": [
{
"assetId": "3fa85f64
-5717
-4562
-b3fc
-2c963f66afa6"
,
"name": "string"
,
"assetType": "string"
,
"assetRole": "MODEL_SOURCE"
,
"metaData": {
"custom": {
"additionalProp1": {},
"additionalProp2": {},
"additionalProp3": {}
},
"tags": [
"string"
],
"name": "string"
,
"description": "string"
,
"expirationDate": "2024
-07
-16T21:15:43.752Z"
,
"modelStage": "string"
},
"repositoryInfo": {
"repositoryType": "string"
},
"importedRepository": {
"repositoryType": "string"
},
"usage": "INPUT_ASSET"
,
"contentHash": {
"hashType": "string"
,
"hexString": "string"
}
}
],
"associatedModels": [
{
"associationType": "string"
,
"associationRole": "INPUT_DATA_MODEL"
,
"associationAssets": [
{
"assetId": "3fa85f64
-5717
-4562
-b3fc
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,
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© ModelOp 202
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© ModelOp 202
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© ModelOp 2024 19
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} From Guidance to Regulation
The EU AI Act of 2024 began its life as a set of guidelines released in 2019 by the EU High Level Expert Group on AI. The Act is the world’s first comprehensive legal framework targeting AI use in business. The passage of this Act ushers in a new world of legal regulation specific to AI use.
With so many AI use guidance documents being issued by so many governmental entities around the globe, it seems certain that more governments will follow the path taken in the EU - evolving guidance into AI specific regulations that will have the force of law.
Non-AI specific regulations such as GDPR, HIPAA and PCI are also likely to play a big role in regulating AI use. These regulations focus on sensitive data and data privacy rights. The data intensive nature of AI model building means that there will likely be overlap between data governance and AI governance regulations
Published In Last 5 Years
EU - Artificial Intelligence Act
US - NIST AI Risk Management Framework
US - Executive Order 13960 | Promoting the Use of Trustworthy Artificial Intelligence in the Federal Government
US - California Attorney General AI/ML Governance | Request to all California Healthcare Providers
UK - AI in the UK | Ready, Willing, and Able
Canada - Directive on Automated Decision-Making
Japan - Social Principles of Human-Centric AI
Singapore - Model AI Governance Framework
Australia - AI Ethics Framework
ISO/IEC 42001 - International standard that specifies requirements for establishing, implementing, maintaining, and continually improving an Artificial Intelligence Management System (AIMS) within organizations
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