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# coding=utf-8
# pylint: disable=too-many-lines
# --------------------------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# Licensed under the MIT License. See License.txt in the project root for license information.
# Code generated by Microsoft (R) AutoRest Code Generator.
# Changes may cause incorrect behavior and will be lost if the code is regenerated.
# --------------------------------------------------------------------------
import sys
from typing import Any, Dict, List, Optional, TYPE_CHECKING, Union
from .. import _serialization
if sys.version_info >= (3, 9):
from collections.abc import MutableMapping
else:
from typing import MutableMapping # type: ignore # pylint: disable=ungrouped-imports
if TYPE_CHECKING:
# pylint: disable=unused-import,ungrouped-imports
from .. import models as _models
JSON = MutableMapping[str, Any] # pylint: disable=unsubscriptable-object
class AcsClusterProperties(_serialization.Model):
"""Information about the container service backing the cluster.
Variables are only populated by the server, and will be ignored when sending a request.
All required parameters must be populated in order to send to Azure.
:ivar cluster_fqdn: The FQDN of the cluster.
:vartype cluster_fqdn: str
:ivar orchestrator_type: Type of orchestrator. It cannot be changed once the cluster is
created. Required. Known values are: "Kubernetes" and "None".
:vartype orchestrator_type: str or ~azure.mgmt.machinelearningcompute.models.OrchestratorType
:ivar orchestrator_properties: Orchestrator specific properties.
:vartype orchestrator_properties:
~azure.mgmt.machinelearningcompute.models.KubernetesClusterProperties
:ivar system_services: The system services deployed to the cluster.
:vartype system_services: list[~azure.mgmt.machinelearningcompute.models.SystemService]
:ivar master_count: The number of master nodes in the container service.
:vartype master_count: int
:ivar agent_count: The number of agent nodes in the Container Service. This can be changed to
scale the cluster.
:vartype agent_count: int
:ivar agent_vm_size: The Azure VM size of the agent VM nodes. This cannot be changed once the
cluster is created. This list is non exhaustive; refer to
https://docs.microsoft.com/en-us/azure/virtual-machines/windows/sizes for the possible VM
sizes. Known values are: "Standard_A0", "Standard_A1", "Standard_A2", "Standard_A3",
"Standard_A4", "Standard_A5", "Standard_A6", "Standard_A7", "Standard_A8", "Standard_A9",
"Standard_A10", "Standard_A11", "Standard_D1", "Standard_D2", "Standard_D3", "Standard_D4",
"Standard_D11", "Standard_D12", "Standard_D13", "Standard_D14", "Standard_D1_v2",
"Standard_D2_v2", "Standard_D3_v2", "Standard_D4_v2", "Standard_D5_v2", "Standard_D11_v2",
"Standard_D12_v2", "Standard_D13_v2", "Standard_D14_v2", "Standard_G1", "Standard_G2",
"Standard_G3", "Standard_G4", "Standard_G5", "Standard_DS1", "Standard_DS2", "Standard_DS3",
"Standard_DS4", "Standard_DS11", "Standard_DS12", "Standard_DS13", "Standard_DS14",
"Standard_GS1", "Standard_GS2", "Standard_GS3", "Standard_GS4", and "Standard_GS5".
:vartype agent_vm_size: str or ~azure.mgmt.machinelearningcompute.models.AgentVMSizeTypes
"""
_validation = {
"cluster_fqdn": {"readonly": True},
"orchestrator_type": {"required": True},
"master_count": {"maximum": 5, "minimum": 1},
"agent_count": {"maximum": 100, "minimum": 1},
}
_attribute_map = {
"cluster_fqdn": {"key": "clusterFqdn", "type": "str"},
"orchestrator_type": {"key": "orchestratorType", "type": "str"},
"orchestrator_properties": {"key": "orchestratorProperties", "type": "KubernetesClusterProperties"},
"system_services": {"key": "systemServices", "type": "[SystemService]"},
"master_count": {"key": "masterCount", "type": "int"},
"agent_count": {"key": "agentCount", "type": "int"},
"agent_vm_size": {"key": "agentVmSize", "type": "str"},
}
def __init__(
self,
*,
orchestrator_type: Union[str, "_models.OrchestratorType"],
orchestrator_properties: Optional["_models.KubernetesClusterProperties"] = None,
system_services: Optional[List["_models.SystemService"]] = None,
master_count: int = 1,
agent_count: int = 2,
agent_vm_size: Union[str, "_models.AgentVMSizeTypes"] = "Standard_D3_v2",
**kwargs
):
"""
:keyword orchestrator_type: Type of orchestrator. It cannot be changed once the cluster is
created. Required. Known values are: "Kubernetes" and "None".
:paramtype orchestrator_type: str or ~azure.mgmt.machinelearningcompute.models.OrchestratorType
:keyword orchestrator_properties: Orchestrator specific properties.
:paramtype orchestrator_properties:
~azure.mgmt.machinelearningcompute.models.KubernetesClusterProperties
:keyword system_services: The system services deployed to the cluster.
:paramtype system_services: list[~azure.mgmt.machinelearningcompute.models.SystemService]
:keyword master_count: The number of master nodes in the container service.
:paramtype master_count: int
:keyword agent_count: The number of agent nodes in the Container Service. This can be changed
to scale the cluster.
:paramtype agent_count: int
:keyword agent_vm_size: The Azure VM size of the agent VM nodes. This cannot be changed once
the cluster is created. This list is non exhaustive; refer to
https://docs.microsoft.com/en-us/azure/virtual-machines/windows/sizes for the possible VM
sizes. Known values are: "Standard_A0", "Standard_A1", "Standard_A2", "Standard_A3",
"Standard_A4", "Standard_A5", "Standard_A6", "Standard_A7", "Standard_A8", "Standard_A9",
"Standard_A10", "Standard_A11", "Standard_D1", "Standard_D2", "Standard_D3", "Standard_D4",
"Standard_D11", "Standard_D12", "Standard_D13", "Standard_D14", "Standard_D1_v2",
"Standard_D2_v2", "Standard_D3_v2", "Standard_D4_v2", "Standard_D5_v2", "Standard_D11_v2",
"Standard_D12_v2", "Standard_D13_v2", "Standard_D14_v2", "Standard_G1", "Standard_G2",
"Standard_G3", "Standard_G4", "Standard_G5", "Standard_DS1", "Standard_DS2", "Standard_DS3",
"Standard_DS4", "Standard_DS11", "Standard_DS12", "Standard_DS13", "Standard_DS14",
"Standard_GS1", "Standard_GS2", "Standard_GS3", "Standard_GS4", and "Standard_GS5".
:paramtype agent_vm_size: str or ~azure.mgmt.machinelearningcompute.models.AgentVMSizeTypes
"""
super().__init__(**kwargs)
self.cluster_fqdn = None
self.orchestrator_type = orchestrator_type
self.orchestrator_properties = orchestrator_properties
self.system_services = system_services
self.master_count = master_count
self.agent_count = agent_count
self.agent_vm_size = agent_vm_size
class AppInsightsCredentials(_serialization.Model):
"""AppInsights credentials.
:ivar app_id: The AppInsights application ID.
:vartype app_id: str
:ivar instrumentation_key: The AppInsights instrumentation key. This is not returned in
response of GET/PUT on the resource. To see this please call listKeys API.
:vartype instrumentation_key: str
"""
_attribute_map = {
"app_id": {"key": "appId", "type": "str"},
"instrumentation_key": {"key": "instrumentationKey", "type": "str"},
}
def __init__(self, *, app_id: Optional[str] = None, instrumentation_key: Optional[str] = None, **kwargs):
"""
:keyword app_id: The AppInsights application ID.
:paramtype app_id: str
:keyword instrumentation_key: The AppInsights instrumentation key. This is not returned in
response of GET/PUT on the resource. To see this please call listKeys API.
:paramtype instrumentation_key: str
"""
super().__init__(**kwargs)
self.app_id = app_id
self.instrumentation_key = instrumentation_key
class AppInsightsProperties(_serialization.Model):
"""Properties of App Insights.
:ivar resource_id: ARM resource ID of the App Insights.
:vartype resource_id: str
"""
_attribute_map = {
"resource_id": {"key": "resourceId", "type": "str"},
}
def __init__(self, *, resource_id: Optional[str] = None, **kwargs):
"""
:keyword resource_id: ARM resource ID of the App Insights.
:paramtype resource_id: str
"""
super().__init__(**kwargs)
self.resource_id = resource_id
class AutoScaleConfiguration(_serialization.Model):
"""AutoScale configuration properties.
:ivar status: If auto-scale is enabled for all services. Each service can turn it off
individually. Known values are: "Enabled" and "Disabled".
:vartype status: str or ~azure.mgmt.machinelearningcompute.models.Status
:ivar min_replicas: The minimum number of replicas for each service.
:vartype min_replicas: int
:ivar max_replicas: The maximum number of replicas for each service.
:vartype max_replicas: int
:ivar target_utilization: The target utilization.
:vartype target_utilization: float
:ivar refresh_period_in_seconds: Refresh period in seconds.
:vartype refresh_period_in_seconds: int
"""
_validation = {
"min_replicas": {"minimum": 1},
"max_replicas": {"minimum": 1},
}
_attribute_map = {
"status": {"key": "status", "type": "str"},
"min_replicas": {"key": "minReplicas", "type": "int"},
"max_replicas": {"key": "maxReplicas", "type": "int"},
"target_utilization": {"key": "targetUtilization", "type": "float"},
"refresh_period_in_seconds": {"key": "refreshPeriodInSeconds", "type": "int"},
}
def __init__(
self,
*,
status: Optional[Union[str, "_models.Status"]] = None,
min_replicas: int = 1,
max_replicas: int = 100,
target_utilization: Optional[float] = None,
refresh_period_in_seconds: Optional[int] = None,
**kwargs
):
"""
:keyword status: If auto-scale is enabled for all services. Each service can turn it off
individually. Known values are: "Enabled" and "Disabled".
:paramtype status: str or ~azure.mgmt.machinelearningcompute.models.Status
:keyword min_replicas: The minimum number of replicas for each service.
:paramtype min_replicas: int
:keyword max_replicas: The maximum number of replicas for each service.
:paramtype max_replicas: int
:keyword target_utilization: The target utilization.
:paramtype target_utilization: float
:keyword refresh_period_in_seconds: Refresh period in seconds.
:paramtype refresh_period_in_seconds: int
"""
super().__init__(**kwargs)
self.status = status
self.min_replicas = min_replicas
self.max_replicas = max_replicas
self.target_utilization = target_utilization
self.refresh_period_in_seconds = refresh_period_in_seconds
class AvailableOperations(_serialization.Model):
"""Available operation list.
:ivar value: An array of available operations.
:vartype value: list[~azure.mgmt.machinelearningcompute.models.ResourceOperation]
"""
_attribute_map = {
"value": {"key": "value", "type": "[ResourceOperation]"},
}
def __init__(self, *, value: Optional[List["_models.ResourceOperation"]] = None, **kwargs):
"""
:keyword value: An array of available operations.
:paramtype value: list[~azure.mgmt.machinelearningcompute.models.ResourceOperation]
"""
super().__init__(**kwargs)
self.value = value
class CheckSystemServicesUpdatesAvailableResponse(_serialization.Model):
"""Information about updates available for system services in a cluster.
Variables are only populated by the server, and will be ignored when sending a request.
:ivar updates_available: Yes if updates are available for the system services, No if not. Known
values are: "Yes" and "No".
:vartype updates_available: str or ~azure.mgmt.machinelearningcompute.models.UpdatesAvailable
"""
_validation = {
"updates_available": {"readonly": True},
}
_attribute_map = {
"updates_available": {"key": "updatesAvailable", "type": "str"},
}
def __init__(self, **kwargs):
""" """
super().__init__(**kwargs)
self.updates_available = None
class ContainerRegistryCredentials(_serialization.Model):
"""Information about the Azure Container Registry which contains the images deployed to the cluster.
Variables are only populated by the server, and will be ignored when sending a request.
:ivar login_server: The ACR login server name. User name is the first part of the FQDN.
:vartype login_server: str
:ivar password: The ACR primary password.
:vartype password: str
:ivar password2: The ACR secondary password.
:vartype password2: str
:ivar username: The ACR login username.
:vartype username: str
"""
_validation = {
"login_server": {"readonly": True},
"password": {"readonly": True},
"password2": {"readonly": True},
"username": {"readonly": True},
}
_attribute_map = {
"login_server": {"key": "loginServer", "type": "str"},
"password": {"key": "password", "type": "str"},
"password2": {"key": "password2", "type": "str"},
"username": {"key": "username", "type": "str"},
}
def __init__(self, **kwargs):
""" """
super().__init__(**kwargs)
self.login_server = None
self.password = None
self.password2 = None
self.username = None
class ContainerRegistryProperties(_serialization.Model):
"""Properties of Azure Container Registry.
:ivar resource_id: ARM resource ID of the Azure Container Registry used to store Docker images
for web services in the cluster. If not provided one will be created. This cannot be changed
once the cluster is created.
:vartype resource_id: str
"""
_attribute_map = {
"resource_id": {"key": "resourceId", "type": "str"},
}
def __init__(self, *, resource_id: Optional[str] = None, **kwargs):
"""
:keyword resource_id: ARM resource ID of the Azure Container Registry used to store Docker
images for web services in the cluster. If not provided one will be created. This cannot be
changed once the cluster is created.
:paramtype resource_id: str
"""
super().__init__(**kwargs)
self.resource_id = resource_id
class ContainerServiceCredentials(_serialization.Model):
"""Information about the Azure Container Registry which contains the images deployed to the cluster.
Variables are only populated by the server, and will be ignored when sending a request.
:ivar acs_kube_config: The ACS kube config file.
:vartype acs_kube_config: str
:ivar service_principal_configuration: Service principal configuration used by Kubernetes.
:vartype service_principal_configuration:
~azure.mgmt.machinelearningcompute.models.ServicePrincipalProperties
:ivar image_pull_secret_name: The ACR image pull secret name which was created in Kubernetes.
:vartype image_pull_secret_name: str
"""
_validation = {
"acs_kube_config": {"readonly": True},
"service_principal_configuration": {"readonly": True},
"image_pull_secret_name": {"readonly": True},
}
_attribute_map = {
"acs_kube_config": {"key": "acsKubeConfig", "type": "str"},
"service_principal_configuration": {
"key": "servicePrincipalConfiguration",
"type": "ServicePrincipalProperties",
},
"image_pull_secret_name": {"key": "imagePullSecretName", "type": "str"},
}
def __init__(self, **kwargs):
""" """
super().__init__(**kwargs)
self.acs_kube_config = None
self.service_principal_configuration = None
self.image_pull_secret_name = None
class ErrorDetail(_serialization.Model):
"""Error detail information.
All required parameters must be populated in order to send to Azure.
:ivar code: Error code. Required.
:vartype code: str
:ivar message: Error message. Required.
:vartype message: str
"""
_validation = {
"code": {"required": True},
"message": {"required": True},
}
_attribute_map = {
"code": {"key": "code", "type": "str"},
"message": {"key": "message", "type": "str"},
}
def __init__(self, *, code: str, message: str, **kwargs):
"""
:keyword code: Error code. Required.
:paramtype code: str
:keyword message: Error message. Required.
:paramtype message: str
"""
super().__init__(**kwargs)
self.code = code
self.message = message
class ErrorResponse(_serialization.Model):
"""Error response information.
All required parameters must be populated in order to send to Azure.
:ivar code: Error code. Required.
:vartype code: str
:ivar message: Error message. Required.
:vartype message: str
:ivar details: An array of error detail objects.
:vartype details: list[~azure.mgmt.machinelearningcompute.models.ErrorDetail]
"""
_validation = {
"code": {"required": True},
"message": {"required": True},
}
_attribute_map = {
"code": {"key": "code", "type": "str"},
"message": {"key": "message", "type": "str"},
"details": {"key": "details", "type": "[ErrorDetail]"},
}
def __init__(self, *, code: str, message: str, details: Optional[List["_models.ErrorDetail"]] = None, **kwargs):
"""
:keyword code: Error code. Required.
:paramtype code: str
:keyword message: Error message. Required.
:paramtype message: str
:keyword details: An array of error detail objects.
:paramtype details: list[~azure.mgmt.machinelearningcompute.models.ErrorDetail]
"""
super().__init__(**kwargs)
self.code = code
self.message = message
self.details = details
class ErrorResponseWrapper(_serialization.Model):
"""Wrapper for error response to follow ARM guidelines.
:ivar error: The error response.
:vartype error: ~azure.mgmt.machinelearningcompute.models.ErrorResponse
"""
_attribute_map = {
"error": {"key": "error", "type": "ErrorResponse"},
}
def __init__(self, *, error: Optional["_models.ErrorResponse"] = None, **kwargs):
"""
:keyword error: The error response.
:paramtype error: ~azure.mgmt.machinelearningcompute.models.ErrorResponse
"""
super().__init__(**kwargs)
self.error = error
class GlobalServiceConfiguration(_serialization.Model):
"""Global configuration for services in the cluster.
:ivar additional_properties: Unmatched properties from the message are deserialized to this
collection.
:vartype additional_properties: dict[str, JSON]
:ivar etag: The configuration ETag for updates.
:vartype etag: str
:ivar ssl: The SSL configuration properties.
:vartype ssl: ~azure.mgmt.machinelearningcompute.models.SslConfiguration
:ivar service_auth: Optional global authorization keys for all user services deployed in
cluster. These are used if the service does not have auth keys.
:vartype service_auth: ~azure.mgmt.machinelearningcompute.models.ServiceAuthConfiguration
:ivar auto_scale: The auto-scale configuration.
:vartype auto_scale: ~azure.mgmt.machinelearningcompute.models.AutoScaleConfiguration
"""
_attribute_map = {
"additional_properties": {"key": "", "type": "{object}"},
"etag": {"key": "etag", "type": "str"},
"ssl": {"key": "ssl", "type": "SslConfiguration"},
"service_auth": {"key": "serviceAuth", "type": "ServiceAuthConfiguration"},
"auto_scale": {"key": "autoScale", "type": "AutoScaleConfiguration"},
}
def __init__(
self,
*,
additional_properties: Optional[Dict[str, JSON]] = None,
etag: Optional[str] = None,
ssl: Optional["_models.SslConfiguration"] = None,
service_auth: Optional["_models.ServiceAuthConfiguration"] = None,
auto_scale: Optional["_models.AutoScaleConfiguration"] = None,
**kwargs
):
"""
:keyword additional_properties: Unmatched properties from the message are deserialized to this
collection.
:paramtype additional_properties: dict[str, JSON]
:keyword etag: The configuration ETag for updates.
:paramtype etag: str
:keyword ssl: The SSL configuration properties.
:paramtype ssl: ~azure.mgmt.machinelearningcompute.models.SslConfiguration
:keyword service_auth: Optional global authorization keys for all user services deployed in
cluster. These are used if the service does not have auth keys.
:paramtype service_auth: ~azure.mgmt.machinelearningcompute.models.ServiceAuthConfiguration
:keyword auto_scale: The auto-scale configuration.
:paramtype auto_scale: ~azure.mgmt.machinelearningcompute.models.AutoScaleConfiguration
"""
super().__init__(**kwargs)
self.additional_properties = additional_properties
self.etag = etag
self.ssl = ssl
self.service_auth = service_auth
self.auto_scale = auto_scale
class KubernetesClusterProperties(_serialization.Model):
"""Kubernetes cluster specific properties.
:ivar service_principal: The Azure Service Principal used by Kubernetes.
:vartype service_principal:
~azure.mgmt.machinelearningcompute.models.ServicePrincipalProperties
"""
_attribute_map = {
"service_principal": {"key": "servicePrincipal", "type": "ServicePrincipalProperties"},
}
def __init__(self, *, service_principal: Optional["_models.ServicePrincipalProperties"] = None, **kwargs):
"""
:keyword service_principal: The Azure Service Principal used by Kubernetes.
:paramtype service_principal:
~azure.mgmt.machinelearningcompute.models.ServicePrincipalProperties
"""
super().__init__(**kwargs)
self.service_principal = service_principal
class Resource(_serialization.Model):
"""Azure resource.
Variables are only populated by the server, and will be ignored when sending a request.
All required parameters must be populated in order to send to Azure.
:ivar id: Specifies the resource ID.
:vartype id: str
:ivar name: Specifies the name of the resource.
:vartype name: str
:ivar location: Specifies the location of the resource. Required.
:vartype location: str
:ivar type: Specifies the type of the resource.
:vartype type: str
:ivar tags: Contains resource tags defined as key/value pairs.
:vartype tags: dict[str, str]
"""
_validation = {
"id": {"readonly": True},
"name": {"readonly": True},
"location": {"required": True},
"type": {"readonly": True},
}
_attribute_map = {
"id": {"key": "id", "type": "str"},
"name": {"key": "name", "type": "str"},
"location": {"key": "location", "type": "str"},
"type": {"key": "type", "type": "str"},
"tags": {"key": "tags", "type": "{str}"},
}
def __init__(self, *, location: str, tags: Optional[Dict[str, str]] = None, **kwargs):
"""
:keyword location: Specifies the location of the resource. Required.
:paramtype location: str
:keyword tags: Contains resource tags defined as key/value pairs.
:paramtype tags: dict[str, str]
"""
super().__init__(**kwargs)
self.id = None
self.name = None
self.location = location
self.type = None
self.tags = tags
class OperationalizationCluster(Resource): # pylint: disable=too-many-instance-attributes
"""Instance of an Azure ML Operationalization Cluster resource.
Variables are only populated by the server, and will be ignored when sending a request.
All required parameters must be populated in order to send to Azure.
:ivar id: Specifies the resource ID.
:vartype id: str
:ivar name: Specifies the name of the resource.
:vartype name: str
:ivar location: Specifies the location of the resource. Required.
:vartype location: str
:ivar type: Specifies the type of the resource.
:vartype type: str
:ivar tags: Contains resource tags defined as key/value pairs.
:vartype tags: dict[str, str]
:ivar description: The description of the cluster.
:vartype description: str
:ivar created_on: The date and time when the cluster was created.
:vartype created_on: ~datetime.datetime
:ivar modified_on: The date and time when the cluster was last modified.
:vartype modified_on: ~datetime.datetime
:ivar provisioning_state: The provision state of the cluster. Valid values are Unknown,
Updating, Provisioning, Succeeded, and Failed. Known values are: "Unknown", "Updating",
"Creating", "Deleting", "Succeeded", "Failed", and "Canceled".
:vartype provisioning_state: str or ~azure.mgmt.machinelearningcompute.models.OperationStatus
:ivar provisioning_errors: List of provisioning errors reported by the resource provider.
:vartype provisioning_errors:
list[~azure.mgmt.machinelearningcompute.models.ErrorResponseWrapper]
:ivar cluster_type: The cluster type. Known values are: "ACS" and "Local".
:vartype cluster_type: str or ~azure.mgmt.machinelearningcompute.models.ClusterType
:ivar storage_account: Storage Account properties.
:vartype storage_account: ~azure.mgmt.machinelearningcompute.models.StorageAccountProperties
:ivar container_registry: Container Registry properties.
:vartype container_registry:
~azure.mgmt.machinelearningcompute.models.ContainerRegistryProperties
:ivar container_service: Parameters for the Azure Container Service cluster.
:vartype container_service: ~azure.mgmt.machinelearningcompute.models.AcsClusterProperties
:ivar app_insights: AppInsights configuration.
:vartype app_insights: ~azure.mgmt.machinelearningcompute.models.AppInsightsProperties
:ivar global_service_configuration: Contains global configuration for the web services in the
cluster.
:vartype global_service_configuration:
~azure.mgmt.machinelearningcompute.models.GlobalServiceConfiguration
"""
_validation = {
"id": {"readonly": True},
"name": {"readonly": True},
"location": {"required": True},
"type": {"readonly": True},
"created_on": {"readonly": True},
"modified_on": {"readonly": True},
"provisioning_state": {"readonly": True},
"provisioning_errors": {"readonly": True},
}
_attribute_map = {
"id": {"key": "id", "type": "str"},
"name": {"key": "name", "type": "str"},
"location": {"key": "location", "type": "str"},
"type": {"key": "type", "type": "str"},
"tags": {"key": "tags", "type": "{str}"},
"description": {"key": "properties.description", "type": "str"},
"created_on": {"key": "properties.createdOn", "type": "iso-8601"},
"modified_on": {"key": "properties.modifiedOn", "type": "iso-8601"},
"provisioning_state": {"key": "properties.provisioningState", "type": "str"},
"provisioning_errors": {"key": "properties.provisioningErrors", "type": "[ErrorResponseWrapper]"},
"cluster_type": {"key": "properties.clusterType", "type": "str"},
"storage_account": {"key": "properties.storageAccount", "type": "StorageAccountProperties"},
"container_registry": {"key": "properties.containerRegistry", "type": "ContainerRegistryProperties"},
"container_service": {"key": "properties.containerService", "type": "AcsClusterProperties"},
"app_insights": {"key": "properties.appInsights", "type": "AppInsightsProperties"},
"global_service_configuration": {
"key": "properties.globalServiceConfiguration",
"type": "GlobalServiceConfiguration",
},
}
def __init__(
self,
*,
location: str,
tags: Optional[Dict[str, str]] = None,
description: Optional[str] = None,
cluster_type: Optional[Union[str, "_models.ClusterType"]] = None,
storage_account: Optional["_models.StorageAccountProperties"] = None,
container_registry: Optional["_models.ContainerRegistryProperties"] = None,
container_service: Optional["_models.AcsClusterProperties"] = None,
app_insights: Optional["_models.AppInsightsProperties"] = None,
global_service_configuration: Optional["_models.GlobalServiceConfiguration"] = None,
**kwargs
):
"""
:keyword location: Specifies the location of the resource. Required.
:paramtype location: str
:keyword tags: Contains resource tags defined as key/value pairs.
:paramtype tags: dict[str, str]
:keyword description: The description of the cluster.
:paramtype description: str
:keyword cluster_type: The cluster type. Known values are: "ACS" and "Local".
:paramtype cluster_type: str or ~azure.mgmt.machinelearningcompute.models.ClusterType
:keyword storage_account: Storage Account properties.
:paramtype storage_account: ~azure.mgmt.machinelearningcompute.models.StorageAccountProperties
:keyword container_registry: Container Registry properties.
:paramtype container_registry:
~azure.mgmt.machinelearningcompute.models.ContainerRegistryProperties
:keyword container_service: Parameters for the Azure Container Service cluster.
:paramtype container_service: ~azure.mgmt.machinelearningcompute.models.AcsClusterProperties
:keyword app_insights: AppInsights configuration.
:paramtype app_insights: ~azure.mgmt.machinelearningcompute.models.AppInsightsProperties
:keyword global_service_configuration: Contains global configuration for the web services in
the cluster.
:paramtype global_service_configuration:
~azure.mgmt.machinelearningcompute.models.GlobalServiceConfiguration
"""
super().__init__(location=location, tags=tags, **kwargs)
self.description = description
self.created_on = None
self.modified_on = None
self.provisioning_state = None
self.provisioning_errors = None
self.cluster_type = cluster_type
self.storage_account = storage_account
self.container_registry = container_registry
self.container_service = container_service
self.app_insights = app_insights
self.global_service_configuration = global_service_configuration
class OperationalizationClusterCredentials(_serialization.Model):
"""Credentials to resources in the cluster.
:ivar storage_account: Credentials for the Storage Account.
:vartype storage_account: ~azure.mgmt.machinelearningcompute.models.StorageAccountCredentials
:ivar container_registry: Credentials for Azure Container Registry.
:vartype container_registry:
~azure.mgmt.machinelearningcompute.models.ContainerRegistryCredentials
:ivar container_service: Credentials for Azure Container Service.
:vartype container_service:
~azure.mgmt.machinelearningcompute.models.ContainerServiceCredentials
:ivar app_insights: Credentials for Azure AppInsights.
:vartype app_insights: ~azure.mgmt.machinelearningcompute.models.AppInsightsCredentials
:ivar service_auth_configuration: Global authorization keys for all user services deployed in
cluster. These are used if the service does not have auth keys.
:vartype service_auth_configuration:
~azure.mgmt.machinelearningcompute.models.ServiceAuthConfiguration
:ivar ssl_configuration: The SSL configuration for the services.
:vartype ssl_configuration: ~azure.mgmt.machinelearningcompute.models.SslConfiguration
"""
_attribute_map = {
"storage_account": {"key": "storageAccount", "type": "StorageAccountCredentials"},
"container_registry": {"key": "containerRegistry", "type": "ContainerRegistryCredentials"},
"container_service": {"key": "containerService", "type": "ContainerServiceCredentials"},
"app_insights": {"key": "appInsights", "type": "AppInsightsCredentials"},
"service_auth_configuration": {"key": "serviceAuthConfiguration", "type": "ServiceAuthConfiguration"},
"ssl_configuration": {"key": "sslConfiguration", "type": "SslConfiguration"},
}
def __init__(
self,
*,
storage_account: Optional["_models.StorageAccountCredentials"] = None,
container_registry: Optional["_models.ContainerRegistryCredentials"] = None,
container_service: Optional["_models.ContainerServiceCredentials"] = None,
app_insights: Optional["_models.AppInsightsCredentials"] = None,
service_auth_configuration: Optional["_models.ServiceAuthConfiguration"] = None,
ssl_configuration: Optional["_models.SslConfiguration"] = None,
**kwargs
):
"""
:keyword storage_account: Credentials for the Storage Account.
:paramtype storage_account: ~azure.mgmt.machinelearningcompute.models.StorageAccountCredentials
:keyword container_registry: Credentials for Azure Container Registry.
:paramtype container_registry:
~azure.mgmt.machinelearningcompute.models.ContainerRegistryCredentials
:keyword container_service: Credentials for Azure Container Service.
:paramtype container_service:
~azure.mgmt.machinelearningcompute.models.ContainerServiceCredentials
:keyword app_insights: Credentials for Azure AppInsights.
:paramtype app_insights: ~azure.mgmt.machinelearningcompute.models.AppInsightsCredentials
:keyword service_auth_configuration: Global authorization keys for all user services deployed
in cluster. These are used if the service does not have auth keys.
:paramtype service_auth_configuration:
~azure.mgmt.machinelearningcompute.models.ServiceAuthConfiguration
:keyword ssl_configuration: The SSL configuration for the services.
:paramtype ssl_configuration: ~azure.mgmt.machinelearningcompute.models.SslConfiguration
"""
super().__init__(**kwargs)
self.storage_account = storage_account
self.container_registry = container_registry
self.container_service = container_service
self.app_insights = app_insights
self.service_auth_configuration = service_auth_configuration
self.ssl_configuration = ssl_configuration
class OperationalizationClusterUpdateParameters(_serialization.Model):
"""Parameters for PATCH operation on an operationalization cluster.
:ivar tags: Gets or sets a list of key value pairs that describe the resource. These tags can
be used in viewing and grouping this resource (across resource groups). A maximum of 15 tags
can be provided for a resource. Each tag must have a key no greater in length than 128
characters and a value no greater in length than 256 characters.
:vartype tags: dict[str, str]
"""
_attribute_map = {
"tags": {"key": "tags", "type": "{str}"},
}
def __init__(self, *, tags: Optional[Dict[str, str]] = None, **kwargs):
"""
:keyword tags: Gets or sets a list of key value pairs that describe the resource. These tags
can be used in viewing and grouping this resource (across resource groups). A maximum of 15
tags can be provided for a resource. Each tag must have a key no greater in length than 128
characters and a value no greater in length than 256 characters.
:paramtype tags: dict[str, str]
"""
super().__init__(**kwargs)
self.tags = tags
class PaginatedOperationalizationClustersList(_serialization.Model):
"""Paginated list of operationalization clusters.
:ivar value: An array of cluster objects.
:vartype value: list[~azure.mgmt.machinelearningcompute.models.OperationalizationCluster]
:ivar next_link: A continuation link (absolute URI) to the next page of results in the list.
:vartype next_link: str
"""
_attribute_map = {
"value": {"key": "value", "type": "[OperationalizationCluster]"},
"next_link": {"key": "nextLink", "type": "str"},
}
def __init__(
self,
*,
value: Optional[List["_models.OperationalizationCluster"]] = None,
next_link: Optional[str] = None,
**kwargs
):
"""
:keyword value: An array of cluster objects.
:paramtype value: list[~azure.mgmt.machinelearningcompute.models.OperationalizationCluster]
:keyword next_link: A continuation link (absolute URI) to the next page of results in the list.
:paramtype next_link: str
"""
super().__init__(**kwargs)
self.value = value
self.next_link = next_link
class ResourceOperation(_serialization.Model):
"""Resource operation.
:ivar name: Name of this operation.
:vartype name: str
:ivar display: Display of the operation.
:vartype display: ~azure.mgmt.machinelearningcompute.models.ResourceOperationDisplay
:ivar origin: The operation origin.
:vartype origin: str
"""
_attribute_map = {
"name": {"key": "name", "type": "str"},
"display": {"key": "display", "type": "ResourceOperationDisplay"},
"origin": {"key": "origin", "type": "str"},
}
def __init__(
self,
*,
name: Optional[str] = None,
display: Optional["_models.ResourceOperationDisplay"] = None,
origin: Optional[str] = None,
**kwargs
):
"""
:keyword name: Name of this operation.
:paramtype name: str
:keyword display: Display of the operation.
:paramtype display: ~azure.mgmt.machinelearningcompute.models.ResourceOperationDisplay
:keyword origin: The operation origin.
:paramtype origin: str
"""
super().__init__(**kwargs)
self.name = name
self.display = display
self.origin = origin
class ResourceOperationDisplay(_serialization.Model):
"""Display of the operation.
:ivar provider: The resource provider name.
:vartype provider: str
:ivar resource: The resource name.
:vartype resource: str
:ivar operation: The operation.
:vartype operation: str
:ivar description: The description of the operation.
:vartype description: str
"""
_attribute_map = {
"provider": {"key": "provider", "type": "str"},
"resource": {"key": "resource", "type": "str"},
"operation": {"key": "operation", "type": "str"},
"description": {"key": "description", "type": "str"},
}
def __init__(
self,
*,
provider: Optional[str] = None,
resource: Optional[str] = None,
operation: Optional[str] = None,
description: Optional[str] = None,
**kwargs
):
"""
:keyword provider: The resource provider name.
:paramtype provider: str
:keyword resource: The resource name.
:paramtype resource: str
:keyword operation: The operation.
:paramtype operation: str
:keyword description: The description of the operation.
:paramtype description: str
"""
super().__init__(**kwargs)
self.provider = provider
self.resource = resource
self.operation = operation
self.description = description
class ServiceAuthConfiguration(_serialization.Model):
"""Global service auth configuration properties. These are the data-plane authorization keys and are used if a service doesn't define it's own.
All required parameters must be populated in order to send to Azure.
:ivar primary_auth_key_hash: The primary auth key hash. This is not returned in response of
GET/PUT on the resource.. To see this please call listKeys API. Required.
:vartype primary_auth_key_hash: str
:ivar secondary_auth_key_hash: The secondary auth key hash. This is not returned in response of
GET/PUT on the resource.. To see this please call listKeys API. Required.
:vartype secondary_auth_key_hash: str
"""
_validation = {
"primary_auth_key_hash": {"required": True},
"secondary_auth_key_hash": {"required": True},
}
_attribute_map = {
"primary_auth_key_hash": {"key": "primaryAuthKeyHash", "type": "str"},
"secondary_auth_key_hash": {"key": "secondaryAuthKeyHash", "type": "str"},
}
def __init__(self, *, primary_auth_key_hash: str, secondary_auth_key_hash: str, **kwargs):
"""
:keyword primary_auth_key_hash: The primary auth key hash. This is not returned in response of
GET/PUT on the resource.. To see this please call listKeys API. Required.
:paramtype primary_auth_key_hash: str
:keyword secondary_auth_key_hash: The secondary auth key hash. This is not returned in response
of GET/PUT on the resource.. To see this please call listKeys API. Required.
:paramtype secondary_auth_key_hash: str
"""
super().__init__(**kwargs)
self.primary_auth_key_hash = primary_auth_key_hash
self.secondary_auth_key_hash = secondary_auth_key_hash
class ServicePrincipalProperties(_serialization.Model):
"""The Azure service principal used by Kubernetes for configuring load balancers.
All required parameters must be populated in order to send to Azure.
:ivar client_id: The service principal client ID. Required.
:vartype client_id: str
:ivar secret: The service principal secret. This is not returned in response of GET/PUT on the
resource. To see this please call listKeys. Required.
:vartype secret: str
"""
_validation = {
"client_id": {"required": True},
"secret": {"required": True},
}
_attribute_map = {
"client_id": {"key": "clientId", "type": "str"},
"secret": {"key": "secret", "type": "str"},
}
def __init__(self, *, client_id: str, secret: str, **kwargs):
"""
:keyword client_id: The service principal client ID. Required.
:paramtype client_id: str
:keyword secret: The service principal secret. This is not returned in response of GET/PUT on
the resource. To see this please call listKeys. Required.
:paramtype secret: str
"""
super().__init__(**kwargs)
self.client_id = client_id
self.secret = secret
class SslConfiguration(_serialization.Model):
"""SSL configuration. If configured data-plane calls to user services will be exposed over SSL only.
:ivar status: SSL status. Allowed values are Enabled and Disabled. Known values are: "Enabled"
and "Disabled".
:vartype status: str or ~azure.mgmt.machinelearningcompute.models.Status
:ivar cert: The SSL cert data in PEM format.
:vartype cert: str
:ivar key: The SSL key data in PEM format. This is not returned in response of GET/PUT on the
resource. To see this please call listKeys API.
:vartype key: str
:ivar cname: The CName of the certificate.
:vartype cname: str
"""
_attribute_map = {
"status": {"key": "status", "type": "str"},
"cert": {"key": "cert", "type": "str"},
"key": {"key": "key", "type": "str"},
"cname": {"key": "cname", "type": "str"},
}
def __init__(
self,
*,
status: Optional[Union[str, "_models.Status"]] = None,
cert: Optional[str] = None,
key: Optional[str] = None,
cname: Optional[str] = None,
**kwargs
):
"""
:keyword status: SSL status. Allowed values are Enabled and Disabled. Known values are:
"Enabled" and "Disabled".
:paramtype status: str or ~azure.mgmt.machinelearningcompute.models.Status
:keyword cert: The SSL cert data in PEM format.
:paramtype cert: str
:keyword key: The SSL key data in PEM format. This is not returned in response of GET/PUT on
the resource. To see this please call listKeys API.
:paramtype key: str
:keyword cname: The CName of the certificate.
:paramtype cname: str
"""
super().__init__(**kwargs)
self.status = status
self.cert = cert
self.key = key
self.cname = cname
class StorageAccountCredentials(_serialization.Model):
"""Access information for the storage account.
Variables are only populated by the server, and will be ignored when sending a request.
:ivar resource_id: The ARM resource ID of the storage account.
:vartype resource_id: str
:ivar primary_key: The primary key of the storage account.
:vartype primary_key: str
:ivar secondary_key: The secondary key of the storage account.
:vartype secondary_key: str
"""
_validation = {
"resource_id": {"readonly": True},
"primary_key": {"readonly": True},
"secondary_key": {"readonly": True},
}
_attribute_map = {
"resource_id": {"key": "resourceId", "type": "str"},
"primary_key": {"key": "primaryKey", "type": "str"},
"secondary_key": {"key": "secondaryKey", "type": "str"},
}
def __init__(self, **kwargs):
""" """
super().__init__(**kwargs)
self.resource_id = None
self.primary_key = None
self.secondary_key = None
class StorageAccountProperties(_serialization.Model):
"""Properties of Storage Account.
:ivar resource_id: ARM resource ID of the Azure Storage Account to store CLI specific files. If
not provided one will be created. This cannot be changed once the cluster is created.
:vartype resource_id: str
"""
_attribute_map = {
"resource_id": {"key": "resourceId", "type": "str"},
}
def __init__(self, *, resource_id: Optional[str] = None, **kwargs):
"""
:keyword resource_id: ARM resource ID of the Azure Storage Account to store CLI specific files.
If not provided one will be created. This cannot be changed once the cluster is created.
:paramtype resource_id: str
"""
super().__init__(**kwargs)
self.resource_id = resource_id
class SystemService(_serialization.Model):
"""Information about a system service deployed in the cluster.
Variables are only populated by the server, and will be ignored when sending a request.
All required parameters must be populated in order to send to Azure.
:ivar system_service_type: The system service type. Required. Known values are: "None",
"ScoringFrontEnd", and "BatchFrontEnd".
:vartype system_service_type: str or
~azure.mgmt.machinelearningcompute.models.SystemServiceType
:ivar public_ip_address: The public IP address of the system service.
:vartype public_ip_address: str
:ivar version: The state of the system service.
:vartype version: str
"""
_validation = {
"system_service_type": {"required": True},
"public_ip_address": {"readonly": True},
"version": {"readonly": True},
}
_attribute_map = {
"system_service_type": {"key": "systemServiceType", "type": "str"},
"public_ip_address": {"key": "publicIpAddress", "type": "str"},
"version": {"key": "version", "type": "str"},
}
def __init__(self, *, system_service_type: Union[str, "_models.SystemServiceType"], **kwargs):
"""
:keyword system_service_type: The system service type. Required. Known values are: "None",
"ScoringFrontEnd", and "BatchFrontEnd".
:paramtype system_service_type: str or
~azure.mgmt.machinelearningcompute.models.SystemServiceType
"""
super().__init__(**kwargs)
self.system_service_type = system_service_type
self.public_ip_address = None
self.version = None
class UpdateSystemServicesResponse(_serialization.Model):
"""Response of the update system services API.
Variables are only populated by the server, and will be ignored when sending a request.
:ivar update_status: Update status. Known values are: "Unknown", "Updating", "Creating",
"Deleting", "Succeeded", "Failed", and "Canceled".
:vartype update_status: str or ~azure.mgmt.machinelearningcompute.models.OperationStatus
:ivar update_started_on: The date and time when the last system services update was started.
:vartype update_started_on: ~datetime.datetime
:ivar update_completed_on: The date and time when the last system services update completed.
:vartype update_completed_on: ~datetime.datetime
"""
_validation = {
"update_status": {"readonly": True},
"update_started_on": {"readonly": True},
"update_completed_on": {"readonly": True},
}
_attribute_map = {
"update_status": {"key": "updateStatus", "type": "str"},
"update_started_on": {"key": "updateStartedOn", "type": "iso-8601"},
"update_completed_on": {"key": "updateCompletedOn", "type": "iso-8601"},
}
def __init__(self, **kwargs):
""" """
super().__init__(**kwargs)
self.update_status = None
self.update_started_on = None
self.update_completed_on = None
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