Upload Model Parameters to Cloud Job
The Upload Model Parameters to Cloud job allows you to take a trained model and store its training to a blob in cloud storage, such as Google Cloud Storage (GCS), Amazon S3 (S3), or Azure Blob Storage.
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With the release of Fusion 5.4, the Create Seldon Core Model Deployment job has been updated in conjunction so that it can pull down the saved model blobs and use them in deploying a new instance of the model, allowing for easier transference and versioning of trained models for rollback and testing.
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Upload a trained model's parameters to cloud storage
id - stringrequired
The ID for this job. Used in the API to reference this job. Allowed characters: a-z, A-Z, dash (-) and underscore (_)
<= 63 characters
Match pattern: [a-zA-Z][_\-a-zA-Z0-9]*[a-zA-Z0-9]?
sparkConfig - array[object]
Provide additional key/value pairs to be injected into the training JSON map at runtime. Values will be inserted as-is, so use " to surround string values
object attributes:{key required : {
display name: Parameter Name
type: string
}value : {
display name: Parameter Value
type: string
}}
writeOptions - array[object]
Options used when writing output to Solr or other sources
object attributes:{key required : {
display name: Parameter Name
type: string
}value : {
display name: Parameter Value
type: string
}}
readOptions - array[object]
Options used when reading input from Solr or other sources.
object attributes:{key required : {
display name: Parameter Name
type: string
}value : {
display name: Parameter Value
type: string
}}
modelName - stringrequired
The model name of the Seldon Core deployment to upload (must be a valid lowercased DNS subdomain with no underscores).
<= 30 characters
Match pattern: ^[a-z0-9]([-a-z0-9]*[a-z0-9])?(\.[a-z0-9]([-a-z0-9]*[a-z0-9])?)*$
cloudPath - string
Path to cloud storage location that will contain the saved parameters for this model - the model version will be appended to the filename at the end of the path string. Supports S3, GCS, or Azure Blob Storage URIs
cloudSecret - string
Defines the Kubernetes secret that will be used to access cloud storage
type - stringrequired
Default: argo-upload-model
Allowed values: argo-upload-model