| { |
| "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, |
| "options": { |
| "isAppendOnPartialUpdate": "true" |
| } |
| }, |
| { |
| "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, |
| "options": { |
| "isAppendOnPartialUpdate": "true" |
| } |
| }, |
| { |
| "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, |
| "options": { |
| "isAppendOnPartialUpdate": "true" |
| } |
| }, |
| { |
| "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" |
| } |
| ] |
| } |
