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Commit 14a6b65d by Na Li Committed by Ashutosh Mestry
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ATLAS-3464: ML model.

Signed-off-by: 's avatarAshutosh Mestry <amestry@hortonworks.com>
parent f7df0f1b
Showing with 368 additions and 0 deletions
addons/models/4000-MachineLearning/4010-ml_model.json 0 → 100644
{
"enumDefs": [
{
"category": "ENUM",
"version": 1,
"name": "ml_model_deployment_status",
"description": "The deployment status of a ML model build",
"typeVersion": "1.0",
"elementDefs": [
{
"value": "unknown",
"ordinal": 0
},
{
"value": "deploying",
"ordinal": 1
},
{
"value": "deployed",
"ordinal": 2
},
{
"value": "stopping",
"ordinal": 3
},
{
"value": "stopped",
"ordinal": 4
}
]
}
],
"structDefs": [],
"classificationDefs": [],
"entityDefs": [
{
"name": "ml_project",
"description": "Represent a ML Project that contains source code and related resources",
"superTypes": [
"DataSet"
],
"serviceType": "ml",
"typeVersion": "1.0",
"attributeDefs": [
{
"name": "metadata",
"description": "Contains key-value pairs that provide project metadata",
"typeName": "map<string,string>",
"cardinality": "SINGLE",
"isIndexable": false,
"isOptional": true,
"isUnique": false
},
{
"name": "createTime",
"typeName": "date",
"cardinality": "SINGLE",
"isIndexable": true,
"isOptional": true,
"isUnique": false
},
{
"name": "modifiedTime",
"typeName": "date",
"cardinality": "SINGLE",
"isIndexable": true,
"isOptional": true,
"isUnique": false
}
]
},
{
"name": "ml_model_build",
"description": "An immutable container image built from a ML project and its training data",
"superTypes": [
"DataSet"
],
"serviceType": "ml",
"typeVersion": "1.0",
"attributeDefs": [
{
"name": "version",
"typeName": "int",
"cardinality": "SINGLE",
"isIndexable": true,
"isOptional": false,
"isUnique": false
},
{
"name": "metadata",
"description": "Contains key-value pairs that provide metadata",
"typeName": "map<string,string>",
"cardinality": "SINGLE",
"isIndexable": false,
"isOptional": true,
"isUnique": false
},
{
"name": "defaultCpuMillicores",
"typeName": "int",
"cardinality": "SINGLE",
"isIndexable": false,
"isOptional": true,
"isUnique": false
},
{
"name": "defaultMemoryMb",
"typeName": "int",
"cardinality": "SINGLE",
"isIndexable": false,
"isOptional": true,
"isUnique": false
},
{
"name": "defaultGpus",
"typeName": "int",
"cardinality": "SINGLE",
"isIndexable": false,
"isOptional": true,
"isUnique": false
},
{
"name": "imageTag",
"description": "Include URL to get the container image of this model build",
"typeName": "string",
"isOptional": true,
"cardinality": "SINGLE",
"valuesMinCount": 0,
"valuesMaxCount": 1,
"isUnique": false,
"isIndexable": false,
"includeInNotification": false
},
{
"name": "imageHash",
"description": "Image signature. Combined with imageTag to uniquely identify a model build",
"typeName": "string",
"isOptional": true,
"cardinality": "SINGLE",
"valuesMinCount": 0,
"valuesMaxCount": 1,
"isUnique": false,
"isIndexable": false,
"includeInNotification": false
},
{
"name": "exampleRequest",
"description": "request example to the model as a JSON string",
"typeName": "string",
"isOptional": true,
"cardinality": "SINGLE",
"valuesMinCount": 0,
"valuesMaxCount": 1,
"isUnique": false,
"isIndexable": false,
"includeInNotification": false
},
{
"name": "exampleResponse",
"description": "response example from the model as a JSON string",
"typeName": "string",
"isOptional": true,
"cardinality": "SINGLE",
"valuesMinCount": 0,
"valuesMaxCount": 1,
"isUnique": false,
"isIndexable": false,
"includeInNotification": false
},
{
"name": "createTime",
"typeName": "date",
"cardinality": "SINGLE",
"isIndexable": true,
"isOptional": true,
"isUnique": false
}
]
},
{
"name": "ml_model_deployment",
"description": "A deployed instance of a model build",
"superTypes": [
"DataSet"
],
"serviceType": "ml",
"typeVersion": "1.0",
"attributeDefs": [
{
"name": "createTime",
"typeName": "date",
"cardinality": "SINGLE",
"isIndexable": false,
"isOptional": false,
"isUnique": false
},
{
"name": "deployedTime",
"typeName": "date",
"cardinality": "SINGLE",
"isIndexable": false,
"isOptional": false,
"isUnique": false
},
{
"name": "metadata",
"description": "Contains key-value pairs that provide metadata",
"typeName": "map<string,string>",
"cardinality": "SINGLE",
"isIndexable": false,
"isOptional": true,
"isUnique": false
},
{
"name": "modelEndpointURL",
"description": "The URL to receive request and send back prediction",
"typeName": "string",
"isOptional": true,
"cardinality": "SINGLE",
"valuesMinCount": 0,
"valuesMaxCount": 1,
"isUnique": false,
"isIndexable": false,
"includeInNotification": false
},
{
"name": "status",
"typeName": "ml_model_deployment_status",
"cardinality": "SINGLE",
"isIndexable": true,
"isOptional": false,
"isUnique": false
},
{
"name": "cpuMillicores",
"typeName": "int",
"cardinality": "SINGLE",
"isIndexable": false,
"isOptional": false,
"isUnique": false
},
{
"name": "memoryMb",
"typeName": "int",
"cardinality": "SINGLE",
"isIndexable": false,
"isOptional": true,
"isUnique": false
},
{
"name": "gpus",
"typeName": "int",
"cardinality": "SINGLE",
"isIndexable": false,
"isOptional": true,
"isUnique": false
},
{
"name": "replicas",
"typeName": "int",
"cardinality": "SINGLE",
"isIndexable": false,
"isOptional": true,
"isUnique": false
}
]
},
{
"name": "ml_project_create_process",
"description": "process that creates a ML project",
"superTypes": [
"Process"
],
"serviceType": "ml",
"typeVersion": "1.0",
"attributeDefs": [
{
"name": "userName",
"typeName": "string",
"cardinality": "SINGLE",
"isIndexable": true,
"isOptional": false,
"isUnique": false
}
]
},
{
"name": "ml_model_train_build_process",
"description": "process that trains a model and builds an immutable model build",
"superTypes": [
"Process"
],
"serviceType": "ml",
"typeVersion": "1.0",
"attributeDefs": [
{
"name": "userName",
"typeName": "string",
"cardinality": "SINGLE",
"isIndexable": true,
"isOptional": false,
"isUnique": false
}
]
},
{
"name": "ml_model_deploy_process",
"description": "process that deploys a model build and creates replicated instances",
"superTypes": [
"Process"
],
"serviceType": "ml",
"typeVersion": "1.0",
"attributeDefs": [
{
"name": "userName",
"typeName": "string",
"cardinality": "SINGLE",
"isIndexable": true,
"isOptional": false,
"isUnique": false
}
]
}
],
"relationshipDefs": [
{
"name": "ml_project_model_build",
"serviceType": "ml",
"typeVersion": "1.0",
"relationshipCategory": "COMPOSITION",
"relationshipLabel": "__ml_project.builds",
"endDef1": {
"type": "ml_project",
"name": "builds",
"isContainer": true,
"cardinality": "SET"
},
"endDef2": {
"type": "ml_model_build",
"name": "project",
"isContainer": false,
"cardinality": "SINGLE"
},
"propagateTags": "NONE"
},
{
"name": "ml_build_deployment",
"serviceType": "ml",
"typeVersion": "1.0",
"relationshipCategory": "COMPOSITION",
"relationshipLabel": "__ml_build.deployments",
"endDef1": {
"type": "ml_model_build",
"name": "deployments",
"isContainer": true,
"cardinality": "SET"
},
"endDef2": {
"type": "ml_model_deployment",
"name": "build",
"isContainer": false,
"cardinality": "SINGLE"
},
"propagateTags": "NONE"
}
]
}
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