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dataplatform
atlas
Commits
14a6b65d
Commit
14a6b65d
authored
Oct 23, 2019
by
Na Li
Committed by
Ashutosh Mestry
Oct 23, 2019
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ATLAS-3464: ML model.
Signed-off-by:
Ashutosh Mestry
<
amestry@hortonworks.com
>
parent
f7df0f1b
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4010-ml_model.json
addons/models/4000-MachineLearning/4010-ml_model.json
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14a6b65d
{
"enumDefs"
:
[
{
"category"
:
"ENUM"
,
"version"
:
1
,
"name"
:
"ml_model_deployment_status"
,
"description"
:
"The deployment status of a ML model build"
,
"typeVersion"
:
"1.0"
,
"elementDefs"
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{
"value"
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,
"ordinal"
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},
{
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"ordinal"
:
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},
{
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{
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{
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{
"name"
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,
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:
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,
"superTypes"
:
[
"DataSet"
],
"serviceType"
:
"ml"
,
"typeVersion"
:
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,
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{
"name"
:
"metadata"
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,
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{
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{
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true
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"isUnique"
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},
{
"name"
:
"imageTag"
,
"description"
:
"Include URL to get the container image of this model build"
,
"typeName"
:
"string"
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"isOptional"
:
true
,
"cardinality"
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,
"valuesMinCount"
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"includeInNotification"
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},
{
"name"
:
"imageHash"
,
"description"
:
"Image signature. Combined with imageTag to uniquely identify a model build"
,
"typeName"
:
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,
"isOptional"
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true
,
"cardinality"
:
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"valuesMinCount"
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"isUnique"
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,
"isIndexable"
:
false
,
"includeInNotification"
:
false
},
{
"name"
:
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"description"
:
"request example to the model as a JSON string"
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:
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"cardinality"
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"SINGLE"
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"isIndexable"
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false
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"includeInNotification"
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},
{
"name"
:
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,
"description"
:
"response example from the model as a JSON string"
,
"typeName"
:
"string"
,
"isOptional"
:
true
,
"cardinality"
:
"SINGLE"
,
"valuesMinCount"
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"valuesMaxCount"
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1
,
"isUnique"
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false
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"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"
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"attributeDefs"
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{
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:
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"typeName"
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{
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"date"
,
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:
false
,
"isOptional"
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false
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"isUnique"
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},
{
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:
"metadata"
,
"description"
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"typeName"
:
"map<string,string>"
,
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:
"SINGLE"
,
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:
false
,
"isOptional"
:
true
,
"isUnique"
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},
{
"name"
:
"modelEndpointURL"
,
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:
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,
"typeName"
:
"string"
,
"isOptional"
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true
,
"cardinality"
:
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{
"name"
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{
"name"
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"int"
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"cardinality"
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,
"isIndexable"
:
false
,
"isOptional"
:
false
,
"isUnique"
:
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},
{
"name"
:
"memoryMb"
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"typeName"
:
"int"
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:
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:
false
,
"isOptional"
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true
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"isUnique"
:
false
},
{
"name"
:
"gpus"
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"typeName"
:
"int"
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"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"
,
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:
[
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],
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:
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"typeVersion"
:
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[
{
"name"
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:
"string"
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:
"SINGLE"
,
"isIndexable"
:
true
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:
false
,
"isUnique"
:
false
}
]
},
{
"name"
:
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,
"description"
:
"process that trains a model and builds an immutable model build"
,
"superTypes"
:
[
"Process"
],
"serviceType"
:
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"typeVersion"
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,
"attributeDefs"
:
[
{
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"typeName"
:
"string"
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:
"SINGLE"
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"isIndexable"
:
true
,
"isOptional"
:
false
,
"isUnique"
:
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}
]
},
{
"name"
:
"ml_model_deploy_process"
,
"description"
:
"process that deploys a model build and creates replicated instances"
,
"superTypes"
:
[
"Process"
],
"serviceType"
:
"ml"
,
"typeVersion"
:
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:
[
{
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:
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"SINGLE"
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"isOptional"
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"isUnique"
:
false
}
]
}
],
"relationshipDefs"
:
[
{
"name"
:
"ml_project_model_build"
,
"serviceType"
:
"ml"
,
"typeVersion"
:
"1.0"
,
"relationshipCategory"
:
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"relationshipLabel"
:
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,
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:
{
"type"
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:
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},
{
"name"
:
"ml_build_deployment"
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"ml"
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"typeVersion"
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"1.0"
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:
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"relationshipLabel"
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{
"type"
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true
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{
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"cardinality"
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"SINGLE"
},
"propagateTags"
:
"NONE"
}
]
}
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