Microsoft.MachineLearningServices workspaces/computes 2020-04-01
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Bicep resource definition
The workspaces/computes resource type can be deployed with operations that target:
- Resource groups - See resource group deployment commands
For a list of changed properties in each API version, see change log.
Resource format
To create a Microsoft.MachineLearningServices/workspaces/computes resource, add the following Bicep to your template.
resource symbolicname 'Microsoft.MachineLearningServices/workspaces/computes@2020-04-01' = {
identity: {
type: 'string'
userAssignedIdentities: {
{customized property}: {}
}
}
location: 'string'
name: 'string'
properties: {
computeLocation: 'string'
description: 'string'
resourceId: 'string'
computeType: 'string'
// For remaining properties, see Compute objects
}
sku: {
name: 'string'
tier: 'string'
}
tags: {
{customized property}: 'string'
}
}
Compute objects
Set the computeType property to specify the type of object.
For AKS, use:
{
computeType: 'AKS'
properties: {
agentCount: int
agentVMSize: 'string'
aksNetworkingConfiguration: {
dnsServiceIP: 'string'
dockerBridgeCidr: 'string'
serviceCidr: 'string'
subnetId: 'string'
}
clusterFqdn: 'string'
clusterPurpose: 'string'
sslConfiguration: {
cert: 'string'
cname: 'string'
key: 'string'
leafDomainLabel: 'string'
overwriteExistingDomain: bool
status: 'string'
}
}
}
For AmlCompute, use:
{
computeType: 'AmlCompute'
properties: {
remoteLoginPortPublicAccess: 'string'
scaleSettings: {
maxNodeCount: int
minNodeCount: int
nodeIdleTimeBeforeScaleDown: 'string'
}
subnet: {
id: 'string'
}
userAccountCredentials: {
adminUserName: 'string'
adminUserPassword: 'string'
adminUserSshPublicKey: 'string'
}
vmPriority: 'string'
vmSize: 'string'
}
}
For DataFactory, use:
{
computeType: 'DataFactory'
}
For DataLakeAnalytics, use:
{
computeType: 'DataLakeAnalytics'
properties: {
dataLakeStoreAccountName: 'string'
}
}
For Databricks, use:
{
computeType: 'Databricks'
properties: {
databricksAccessToken: 'string'
}
}
For HDInsight, use:
{
computeType: 'HDInsight'
properties: {
address: 'string'
administratorAccount: {
password: 'string'
privateKeyData: 'string'
publicKeyData: 'string'
username: 'string'
}
sshPort: int
}
}
For VirtualMachine, use:
{
computeType: 'VirtualMachine'
properties: {
address: 'string'
administratorAccount: {
password: 'string'
privateKeyData: 'string'
publicKeyData: 'string'
username: 'string'
}
sshPort: int
virtualMachineSize: 'string'
}
}
Property values
AKS
Name | Description | Value |
---|---|---|
computeType | The type of compute | 'AKS' (required) |
properties | AKS properties | AKSProperties |
AksNetworkingConfiguration
Name | Description | Value |
---|---|---|
dnsServiceIP | An IP address assigned to the Kubernetes DNS service. It must be within the Kubernetes service address range specified in serviceCidr. | string Constraints: Pattern = ^(?:(?:25[0-5]|2[0-4][0-9]|[01]?[0-9][0-9]?)\.){3}(?:25[0-5]|2[0-4][0-9]|[01]?[0-9][0-9]?)$ |
dockerBridgeCidr | A CIDR notation IP range assigned to the Docker bridge network. It must not overlap with any Subnet IP ranges or the Kubernetes service address range. | string Constraints: Pattern = ^([0-9]{1,3}\.){3}[0-9]{1,3}(\/([0-9]|[1-2][0-9]|3[0-2]))?$ |
serviceCidr | A CIDR notation IP range from which to assign service cluster IPs. It must not overlap with any Subnet IP ranges. | string Constraints: Pattern = ^([0-9]{1,3}\.){3}[0-9]{1,3}(\/([0-9]|[1-2][0-9]|3[0-2]))?$ |
subnetId | Virtual network subnet resource ID the compute nodes belong to | string |
AKSProperties
Name | Description | Value |
---|---|---|
agentCount | Number of agents | int Constraints: Min value = 1 |
agentVMSize | Agent virtual machine size | string |
aksNetworkingConfiguration | AKS networking configuration for vnet | AksNetworkingConfiguration |
clusterFqdn | Cluster full qualified domain name | string |
clusterPurpose | 'DenseProd' 'DevTest' 'FastProd' |
|
sslConfiguration | SSL configuration | SslConfiguration |
AmlCompute
Name | Description | Value |
---|---|---|
computeType | The type of compute | 'AmlCompute' (required) |
properties | AML Compute properties | AmlComputeProperties |
AmlComputeProperties
Name | Description | Value |
---|---|---|
remoteLoginPortPublicAccess | State of the public SSH port. Possible values are: Disabled - Indicates that the public ssh port is closed on all nodes of the cluster. Enabled - Indicates that the public ssh port is open on all nodes of the cluster. NotSpecified - Indicates that the public ssh port is closed on all nodes of the cluster if VNet is defined, else is open all public nodes. It can be default only during cluster creation time, after creation it will be either enabled or disabled. | 'Disabled' 'Enabled' 'NotSpecified' |
scaleSettings | Scale settings for AML Compute | ScaleSettings |
subnet | Virtual network subnet resource ID the compute nodes belong to. | ResourceId |
userAccountCredentials | Credentials for an administrator user account that will be created on each compute node. | UserAccountCredentials |
vmPriority | Virtual Machine priority | 'Dedicated' 'LowPriority' |
vmSize | Virtual Machine Size | string |
ComponentsSgqdofSchemasIdentityPropertiesUserassignedidentitiesAdditionalproperties
Name | Description | Value |
---|
Compute
Name | Description | Value |
---|---|---|
computeLocation | Location for the underlying compute | string |
computeType | Set to 'AKS' for type AKS. Set to 'AmlCompute' for type AmlCompute. Set to 'DataFactory' for type DataFactory. Set to 'DataLakeAnalytics' for type DataLakeAnalytics. Set to 'Databricks' for type Databricks. Set to 'HDInsight' for type HDInsight. Set to 'VirtualMachine' for type VirtualMachine. | 'AKS' 'AmlCompute' 'Databricks' 'DataFactory' 'DataLakeAnalytics' 'HDInsight' 'VirtualMachine' (required) |
description | The description of the Machine Learning compute. | string |
resourceId | ARM resource id of the underlying compute | string |
Databricks
Name | Description | Value |
---|---|---|
computeType | The type of compute | 'Databricks' (required) |
properties | DatabricksProperties |
DatabricksProperties
Name | Description | Value |
---|---|---|
databricksAccessToken | Databricks access token | string |
DataFactory
Name | Description | Value |
---|---|---|
computeType | The type of compute | 'DataFactory' (required) |
DataLakeAnalytics
Name | Description | Value |
---|---|---|
computeType | The type of compute | 'DataLakeAnalytics' (required) |
properties | DataLakeAnalyticsProperties |
DataLakeAnalyticsProperties
Name | Description | Value |
---|---|---|
dataLakeStoreAccountName | DataLake Store Account Name | string |
HDInsight
Name | Description | Value |
---|---|---|
computeType | The type of compute | 'HDInsight' (required) |
properties | HDInsightProperties |
HDInsightProperties
Name | Description | Value |
---|---|---|
address | Public IP address of the master node of the cluster. | string |
administratorAccount | Admin credentials for master node of the cluster | VirtualMachineSshCredentials |
sshPort | Port open for ssh connections on the master node of the cluster. | int |
Identity
Name | Description | Value |
---|---|---|
type | The identity type. | 'None' 'SystemAssigned' 'SystemAssigned,UserAssigned' 'UserAssigned' (required) |
userAssignedIdentities | The list of user identities associated with resource. The user identity dictionary key references will be ARM resource ids in the form: '/subscriptions/{subscriptionId}/resourceGroups/{resourceGroupName}/providers/Microsoft.ManagedIdentity/userAssignedIdentities/{identityName}'. | IdentityUserAssignedIdentities |
IdentityUserAssignedIdentities
Name | Description | Value |
---|
Microsoft.MachineLearningServices/workspaces/computes
Name | Description | Value |
---|---|---|
identity | The identity of the resource. | Identity |
location | Specifies the location of the resource. | string |
name | The resource name | string (required) |
parent | In Bicep, you can specify the parent resource for a child resource. You only need to add this property when the child resource is declared outside of the parent resource. For more information, see Child resource outside parent resource. |
Symbolic name for resource of type: workspaces |
properties | Compute properties | Compute |
sku | The sku of the workspace. | Sku |
tags | Resource tags | Dictionary of tag names and values. See Tags in templates |
ResourceId
Name | Description | Value |
---|---|---|
id | The ID of the resource | string (required) |
ResourceTags
Name | Description | Value |
---|
ScaleSettings
Name | Description | Value |
---|---|---|
maxNodeCount | Max number of nodes to use | int (required) |
minNodeCount | Min number of nodes to use | int |
nodeIdleTimeBeforeScaleDown | Node Idle Time before scaling down amlCompute | string |
Sku
Name | Description | Value |
---|---|---|
name | Name of the sku | string |
tier | Tier of the sku like Basic or Enterprise | string |
SslConfiguration
Name | Description | Value |
---|---|---|
cert | Cert data | string |
cname | CNAME of the cert | string |
key | Key data | string |
leafDomainLabel | The leaf domain label name | string |
overwriteExistingDomain | Boolean value for overwriting the domain | bool |
status | Enable or disable ssl for scoring | 'Auto' 'Disabled' 'Enabled' |
UserAccountCredentials
Name | Description | Value |
---|---|---|
adminUserName | Name of the administrator user account which can be used to SSH to nodes. | string (required) |
adminUserPassword | Password of the administrator user account. | string |
adminUserSshPublicKey | SSH public key of the administrator user account. | string |
VirtualMachine
Name | Description | Value |
---|---|---|
computeType | The type of compute | 'VirtualMachine' (required) |
properties | VirtualMachineProperties |
VirtualMachineProperties
Name | Description | Value |
---|---|---|
address | Public IP address of the virtual machine. | string |
administratorAccount | Admin credentials for virtual machine | VirtualMachineSshCredentials |
sshPort | Port open for ssh connections. | int |
virtualMachineSize | Virtual Machine size | string |
VirtualMachineSshCredentials
Name | Description | Value |
---|---|---|
password | Password of admin account | string |
privateKeyData | Private key data | string |
publicKeyData | Public key data | string |
username | Username of admin account | string |
Quickstart samples
The following quickstart samples deploy this resource type.
Bicep File | Description |
---|---|
Azure Machine Learning end-to-end secure setup | This set of Bicep templates demonstrates how to set up Azure Machine Learning end-to-end in a secure set up. This reference implementation includes the Workspace, a compute cluster, compute instance and attached private AKS cluster. |
Azure Machine Learning end-to-end secure setup (legacy) | This set of Bicep templates demonstrates how to set up Azure Machine Learning end-to-end in a secure set up. This reference implementation includes the Workspace, a compute cluster, compute instance and attached private AKS cluster. |
Create an AKS compute target with a Private IP address | This template creates an AKS compute target in given Azure Machine Learning service workspace with a private IP address. |
ARM template resource definition
The workspaces/computes resource type can be deployed with operations that target:
- Resource groups - See resource group deployment commands
For a list of changed properties in each API version, see change log.
Resource format
To create a Microsoft.MachineLearningServices/workspaces/computes resource, add the following JSON to your template.
{
"type": "Microsoft.MachineLearningServices/workspaces/computes",
"apiVersion": "2020-04-01",
"name": "string",
"identity": {
"type": "string",
"userAssignedIdentities": {
"{customized property}": {
}
}
},
"location": "string",
"properties": {
"computeLocation": "string",
"description": "string",
"resourceId": "string",
"computeType": "string"
// For remaining properties, see Compute objects
},
"sku": {
"name": "string",
"tier": "string"
},
"tags": {
"{customized property}": "string"
}
}
Compute objects
Set the computeType property to specify the type of object.
For AKS, use:
{
"computeType": "AKS",
"properties": {
"agentCount": "int",
"agentVMSize": "string",
"aksNetworkingConfiguration": {
"dnsServiceIP": "string",
"dockerBridgeCidr": "string",
"serviceCidr": "string",
"subnetId": "string"
},
"clusterFqdn": "string",
"clusterPurpose": "string",
"sslConfiguration": {
"cert": "string",
"cname": "string",
"key": "string",
"leafDomainLabel": "string",
"overwriteExistingDomain": "bool",
"status": "string"
}
}
}
For AmlCompute, use:
{
"computeType": "AmlCompute",
"properties": {
"remoteLoginPortPublicAccess": "string",
"scaleSettings": {
"maxNodeCount": "int",
"minNodeCount": "int",
"nodeIdleTimeBeforeScaleDown": "string"
},
"subnet": {
"id": "string"
},
"userAccountCredentials": {
"adminUserName": "string",
"adminUserPassword": "string",
"adminUserSshPublicKey": "string"
},
"vmPriority": "string",
"vmSize": "string"
}
}
For DataFactory, use:
{
"computeType": "DataFactory"
}
For DataLakeAnalytics, use:
{
"computeType": "DataLakeAnalytics",
"properties": {
"dataLakeStoreAccountName": "string"
}
}
For Databricks, use:
{
"computeType": "Databricks",
"properties": {
"databricksAccessToken": "string"
}
}
For HDInsight, use:
{
"computeType": "HDInsight",
"properties": {
"address": "string",
"administratorAccount": {
"password": "string",
"privateKeyData": "string",
"publicKeyData": "string",
"username": "string"
},
"sshPort": "int"
}
}
For VirtualMachine, use:
{
"computeType": "VirtualMachine",
"properties": {
"address": "string",
"administratorAccount": {
"password": "string",
"privateKeyData": "string",
"publicKeyData": "string",
"username": "string"
},
"sshPort": "int",
"virtualMachineSize": "string"
}
}
Property values
AKS
Name | Description | Value |
---|---|---|
computeType | The type of compute | 'AKS' (required) |
properties | AKS properties | AKSProperties |
AksNetworkingConfiguration
Name | Description | Value |
---|---|---|
dnsServiceIP | An IP address assigned to the Kubernetes DNS service. It must be within the Kubernetes service address range specified in serviceCidr. | string Constraints: Pattern = ^(?:(?:25[0-5]|2[0-4][0-9]|[01]?[0-9][0-9]?)\.){3}(?:25[0-5]|2[0-4][0-9]|[01]?[0-9][0-9]?)$ |
dockerBridgeCidr | A CIDR notation IP range assigned to the Docker bridge network. It must not overlap with any Subnet IP ranges or the Kubernetes service address range. | string Constraints: Pattern = ^([0-9]{1,3}\.){3}[0-9]{1,3}(\/([0-9]|[1-2][0-9]|3[0-2]))?$ |
serviceCidr | A CIDR notation IP range from which to assign service cluster IPs. It must not overlap with any Subnet IP ranges. | string Constraints: Pattern = ^([0-9]{1,3}\.){3}[0-9]{1,3}(\/([0-9]|[1-2][0-9]|3[0-2]))?$ |
subnetId | Virtual network subnet resource ID the compute nodes belong to | string |
AKSProperties
Name | Description | Value |
---|---|---|
agentCount | Number of agents | int Constraints: Min value = 1 |
agentVMSize | Agent virtual machine size | string |
aksNetworkingConfiguration | AKS networking configuration for vnet | AksNetworkingConfiguration |
clusterFqdn | Cluster full qualified domain name | string |
clusterPurpose | 'DenseProd' 'DevTest' 'FastProd' |
|
sslConfiguration | SSL configuration | SslConfiguration |
AmlCompute
Name | Description | Value |
---|---|---|
computeType | The type of compute | 'AmlCompute' (required) |
properties | AML Compute properties | AmlComputeProperties |
AmlComputeProperties
Name | Description | Value |
---|---|---|
remoteLoginPortPublicAccess | State of the public SSH port. Possible values are: Disabled - Indicates that the public ssh port is closed on all nodes of the cluster. Enabled - Indicates that the public ssh port is open on all nodes of the cluster. NotSpecified - Indicates that the public ssh port is closed on all nodes of the cluster if VNet is defined, else is open all public nodes. It can be default only during cluster creation time, after creation it will be either enabled or disabled. | 'Disabled' 'Enabled' 'NotSpecified' |
scaleSettings | Scale settings for AML Compute | ScaleSettings |
subnet | Virtual network subnet resource ID the compute nodes belong to. | ResourceId |
userAccountCredentials | Credentials for an administrator user account that will be created on each compute node. | UserAccountCredentials |
vmPriority | Virtual Machine priority | 'Dedicated' 'LowPriority' |
vmSize | Virtual Machine Size | string |
ComponentsSgqdofSchemasIdentityPropertiesUserassignedidentitiesAdditionalproperties
Name | Description | Value |
---|
Compute
Name | Description | Value |
---|---|---|
computeLocation | Location for the underlying compute | string |
computeType | Set to 'AKS' for type AKS. Set to 'AmlCompute' for type AmlCompute. Set to 'DataFactory' for type DataFactory. Set to 'DataLakeAnalytics' for type DataLakeAnalytics. Set to 'Databricks' for type Databricks. Set to 'HDInsight' for type HDInsight. Set to 'VirtualMachine' for type VirtualMachine. | 'AKS' 'AmlCompute' 'Databricks' 'DataFactory' 'DataLakeAnalytics' 'HDInsight' 'VirtualMachine' (required) |
description | The description of the Machine Learning compute. | string |
resourceId | ARM resource id of the underlying compute | string |
Databricks
Name | Description | Value |
---|---|---|
computeType | The type of compute | 'Databricks' (required) |
properties | DatabricksProperties |
DatabricksProperties
Name | Description | Value |
---|---|---|
databricksAccessToken | Databricks access token | string |
DataFactory
Name | Description | Value |
---|---|---|
computeType | The type of compute | 'DataFactory' (required) |
DataLakeAnalytics
Name | Description | Value |
---|---|---|
computeType | The type of compute | 'DataLakeAnalytics' (required) |
properties | DataLakeAnalyticsProperties |
DataLakeAnalyticsProperties
Name | Description | Value |
---|---|---|
dataLakeStoreAccountName | DataLake Store Account Name | string |
HDInsight
Name | Description | Value |
---|---|---|
computeType | The type of compute | 'HDInsight' (required) |
properties | HDInsightProperties |
HDInsightProperties
Name | Description | Value |
---|---|---|
address | Public IP address of the master node of the cluster. | string |
administratorAccount | Admin credentials for master node of the cluster | VirtualMachineSshCredentials |
sshPort | Port open for ssh connections on the master node of the cluster. | int |
Identity
Name | Description | Value |
---|---|---|
type | The identity type. | 'None' 'SystemAssigned' 'SystemAssigned,UserAssigned' 'UserAssigned' (required) |
userAssignedIdentities | The list of user identities associated with resource. The user identity dictionary key references will be ARM resource ids in the form: '/subscriptions/{subscriptionId}/resourceGroups/{resourceGroupName}/providers/Microsoft.ManagedIdentity/userAssignedIdentities/{identityName}'. | IdentityUserAssignedIdentities |
IdentityUserAssignedIdentities
Name | Description | Value |
---|
Microsoft.MachineLearningServices/workspaces/computes
Name | Description | Value |
---|---|---|
apiVersion | The api version | '2020-04-01' |
identity | The identity of the resource. | Identity |
location | Specifies the location of the resource. | string |
name | The resource name | string (required) |
properties | Compute properties | Compute |
sku | The sku of the workspace. | Sku |
tags | Resource tags | Dictionary of tag names and values. See Tags in templates |
type | The resource type | 'Microsoft.MachineLearningServices/workspaces/computes' |
ResourceId
Name | Description | Value |
---|---|---|
id | The ID of the resource | string (required) |
ResourceTags
Name | Description | Value |
---|
ScaleSettings
Name | Description | Value |
---|---|---|
maxNodeCount | Max number of nodes to use | int (required) |
minNodeCount | Min number of nodes to use | int |
nodeIdleTimeBeforeScaleDown | Node Idle Time before scaling down amlCompute | string |
Sku
Name | Description | Value |
---|---|---|
name | Name of the sku | string |
tier | Tier of the sku like Basic or Enterprise | string |
SslConfiguration
Name | Description | Value |
---|---|---|
cert | Cert data | string |
cname | CNAME of the cert | string |
key | Key data | string |
leafDomainLabel | The leaf domain label name | string |
overwriteExistingDomain | Boolean value for overwriting the domain | bool |
status | Enable or disable ssl for scoring | 'Auto' 'Disabled' 'Enabled' |
UserAccountCredentials
Name | Description | Value |
---|---|---|
adminUserName | Name of the administrator user account which can be used to SSH to nodes. | string (required) |
adminUserPassword | Password of the administrator user account. | string |
adminUserSshPublicKey | SSH public key of the administrator user account. | string |
VirtualMachine
Name | Description | Value |
---|---|---|
computeType | The type of compute | 'VirtualMachine' (required) |
properties | VirtualMachineProperties |
VirtualMachineProperties
Name | Description | Value |
---|---|---|
address | Public IP address of the virtual machine. | string |
administratorAccount | Admin credentials for virtual machine | VirtualMachineSshCredentials |
sshPort | Port open for ssh connections. | int |
virtualMachineSize | Virtual Machine size | string |
VirtualMachineSshCredentials
Name | Description | Value |
---|---|---|
password | Password of admin account | string |
privateKeyData | Private key data | string |
publicKeyData | Public key data | string |
username | Username of admin account | string |
Quickstart templates
The following quickstart templates deploy this resource type.
Template | Description |
---|---|
Azure Machine Learning end-to-end secure setup |
This set of Bicep templates demonstrates how to set up Azure Machine Learning end-to-end in a secure set up. This reference implementation includes the Workspace, a compute cluster, compute instance and attached private AKS cluster. |
Azure Machine Learning end-to-end secure setup (legacy) |
This set of Bicep templates demonstrates how to set up Azure Machine Learning end-to-end in a secure set up. This reference implementation includes the Workspace, a compute cluster, compute instance and attached private AKS cluster. |
Create a LinkedService in Azure Machine Learning workspace |
This template creates a LinkedService in an existing Azure Machine Learning workspace. |
Create a Machine Learning Service ADLA Compute |
This template creates a Machine Learning Service ADLA Compute. |
Create a Machine Learning Service Aks Compute |
This template creates a Machine Learning Service Aks Compute. |
Create a Machine Learning Service DSVM Compute |
This template creates a Machine Learning Service DSVM Compute. |
Create a Machine Learning Service HDInsight cluster |
This template creates a Machine Learning Service HDInsight cluster |
Create an AKS compute target with a Private IP address |
This template creates an AKS compute target in given Azure Machine Learning service workspace with a private IP address. |
Create an Azure Machine Learning aks compute |
This template creates an Azure Machine Learning aks compute. |
Create an Azure Machine Learning compute cluster |
This template creates an Azure Machine Learning compute cluster. |
Create an Azure Machine Learning compute instance |
This template creates an Azure Machine Learning compute instance on behalf of another user with a sample inline setup script |
Terraform (AzAPI provider) resource definition
The workspaces/computes resource type can be deployed with operations that target:
- Resource groups
For a list of changed properties in each API version, see change log.
Resource format
To create a Microsoft.MachineLearningServices/workspaces/computes resource, add the following Terraform to your template.
resource "azapi_resource" "symbolicname" {
type = "Microsoft.MachineLearningServices/workspaces/computes@2020-04-01"
name = "string"
identity = {
type = "string"
userAssignedIdentities = {
{customized property} = {
}
}
}
location = "string"
body = jsonencode({
properties = {
computeLocation = "string"
description = "string"
resourceId = "string"
computeType = "string"
// For remaining properties, see Compute objects
}
})
sku = {
name = "string"
tier = "string"
}
tags = {
{customized property} = "string"
}
}
Compute objects
Set the computeType property to specify the type of object.
For AKS, use:
{
computeType = "AKS"
properties = {
agentCount = int
agentVMSize = "string"
aksNetworkingConfiguration = {
dnsServiceIP = "string"
dockerBridgeCidr = "string"
serviceCidr = "string"
subnetId = "string"
}
clusterFqdn = "string"
clusterPurpose = "string"
sslConfiguration = {
cert = "string"
cname = "string"
key = "string"
leafDomainLabel = "string"
overwriteExistingDomain = bool
status = "string"
}
}
}
For AmlCompute, use:
{
computeType = "AmlCompute"
properties = {
remoteLoginPortPublicAccess = "string"
scaleSettings = {
maxNodeCount = int
minNodeCount = int
nodeIdleTimeBeforeScaleDown = "string"
}
subnet = {
id = "string"
}
userAccountCredentials = {
adminUserName = "string"
adminUserPassword = "string"
adminUserSshPublicKey = "string"
}
vmPriority = "string"
vmSize = "string"
}
}
For DataFactory, use:
{
computeType = "DataFactory"
}
For DataLakeAnalytics, use:
{
computeType = "DataLakeAnalytics"
properties = {
dataLakeStoreAccountName = "string"
}
}
For Databricks, use:
{
computeType = "Databricks"
properties = {
databricksAccessToken = "string"
}
}
For HDInsight, use:
{
computeType = "HDInsight"
properties = {
address = "string"
administratorAccount = {
password = "string"
privateKeyData = "string"
publicKeyData = "string"
username = "string"
}
sshPort = int
}
}
For VirtualMachine, use:
{
computeType = "VirtualMachine"
properties = {
address = "string"
administratorAccount = {
password = "string"
privateKeyData = "string"
publicKeyData = "string"
username = "string"
}
sshPort = int
virtualMachineSize = "string"
}
}
Property values
AKS
Name | Description | Value |
---|---|---|
computeType | The type of compute | 'AKS' (required) |
properties | AKS properties | AKSProperties |
AksNetworkingConfiguration
Name | Description | Value |
---|---|---|
dnsServiceIP | An IP address assigned to the Kubernetes DNS service. It must be within the Kubernetes service address range specified in serviceCidr. | string Constraints: Pattern = ^(?:(?:25[0-5]|2[0-4][0-9]|[01]?[0-9][0-9]?)\.){3}(?:25[0-5]|2[0-4][0-9]|[01]?[0-9][0-9]?)$ |
dockerBridgeCidr | A CIDR notation IP range assigned to the Docker bridge network. It must not overlap with any Subnet IP ranges or the Kubernetes service address range. | string Constraints: Pattern = ^([0-9]{1,3}\.){3}[0-9]{1,3}(\/([0-9]|[1-2][0-9]|3[0-2]))?$ |
serviceCidr | A CIDR notation IP range from which to assign service cluster IPs. It must not overlap with any Subnet IP ranges. | string Constraints: Pattern = ^([0-9]{1,3}\.){3}[0-9]{1,3}(\/([0-9]|[1-2][0-9]|3[0-2]))?$ |
subnetId | Virtual network subnet resource ID the compute nodes belong to | string |
AKSProperties
Name | Description | Value |
---|---|---|
agentCount | Number of agents | int Constraints: Min value = 1 |
agentVMSize | Agent virtual machine size | string |
aksNetworkingConfiguration | AKS networking configuration for vnet | AksNetworkingConfiguration |
clusterFqdn | Cluster full qualified domain name | string |
clusterPurpose | 'DenseProd' 'DevTest' 'FastProd' |
|
sslConfiguration | SSL configuration | SslConfiguration |
AmlCompute
Name | Description | Value |
---|---|---|
computeType | The type of compute | 'AmlCompute' (required) |
properties | AML Compute properties | AmlComputeProperties |
AmlComputeProperties
Name | Description | Value |
---|---|---|
remoteLoginPortPublicAccess | State of the public SSH port. Possible values are: Disabled - Indicates that the public ssh port is closed on all nodes of the cluster. Enabled - Indicates that the public ssh port is open on all nodes of the cluster. NotSpecified - Indicates that the public ssh port is closed on all nodes of the cluster if VNet is defined, else is open all public nodes. It can be default only during cluster creation time, after creation it will be either enabled or disabled. | 'Disabled' 'Enabled' 'NotSpecified' |
scaleSettings | Scale settings for AML Compute | ScaleSettings |
subnet | Virtual network subnet resource ID the compute nodes belong to. | ResourceId |
userAccountCredentials | Credentials for an administrator user account that will be created on each compute node. | UserAccountCredentials |
vmPriority | Virtual Machine priority | 'Dedicated' 'LowPriority' |
vmSize | Virtual Machine Size | string |
ComponentsSgqdofSchemasIdentityPropertiesUserassignedidentitiesAdditionalproperties
Name | Description | Value |
---|
Compute
Name | Description | Value |
---|---|---|
computeLocation | Location for the underlying compute | string |
computeType | Set to 'AKS' for type AKS. Set to 'AmlCompute' for type AmlCompute. Set to 'DataFactory' for type DataFactory. Set to 'DataLakeAnalytics' for type DataLakeAnalytics. Set to 'Databricks' for type Databricks. Set to 'HDInsight' for type HDInsight. Set to 'VirtualMachine' for type VirtualMachine. | 'AKS' 'AmlCompute' 'Databricks' 'DataFactory' 'DataLakeAnalytics' 'HDInsight' 'VirtualMachine' (required) |
description | The description of the Machine Learning compute. | string |
resourceId | ARM resource id of the underlying compute | string |
Databricks
Name | Description | Value |
---|---|---|
computeType | The type of compute | 'Databricks' (required) |
properties | DatabricksProperties |
DatabricksProperties
Name | Description | Value |
---|---|---|
databricksAccessToken | Databricks access token | string |
DataFactory
Name | Description | Value |
---|---|---|
computeType | The type of compute | 'DataFactory' (required) |
DataLakeAnalytics
Name | Description | Value |
---|---|---|
computeType | The type of compute | 'DataLakeAnalytics' (required) |
properties | DataLakeAnalyticsProperties |
DataLakeAnalyticsProperties
Name | Description | Value |
---|---|---|
dataLakeStoreAccountName | DataLake Store Account Name | string |
HDInsight
Name | Description | Value |
---|---|---|
computeType | The type of compute | 'HDInsight' (required) |
properties | HDInsightProperties |
HDInsightProperties
Name | Description | Value |
---|---|---|
address | Public IP address of the master node of the cluster. | string |
administratorAccount | Admin credentials for master node of the cluster | VirtualMachineSshCredentials |
sshPort | Port open for ssh connections on the master node of the cluster. | int |
Identity
Name | Description | Value |
---|---|---|
type | The identity type. | 'None' 'SystemAssigned' 'SystemAssigned,UserAssigned' 'UserAssigned' (required) |
userAssignedIdentities | The list of user identities associated with resource. The user identity dictionary key references will be ARM resource ids in the form: '/subscriptions/{subscriptionId}/resourceGroups/{resourceGroupName}/providers/Microsoft.ManagedIdentity/userAssignedIdentities/{identityName}'. | IdentityUserAssignedIdentities |
IdentityUserAssignedIdentities
Name | Description | Value |
---|
Microsoft.MachineLearningServices/workspaces/computes
Name | Description | Value |
---|---|---|
identity | The identity of the resource. | Identity |
location | Specifies the location of the resource. | string |
name | The resource name | string (required) |
parent_id | The ID of the resource that is the parent for this resource. | ID for resource of type: workspaces |
properties | Compute properties | Compute |
sku | The sku of the workspace. | Sku |
tags | Resource tags | Dictionary of tag names and values. |
type | The resource type | "Microsoft.MachineLearningServices/workspaces/computes@2020-04-01" |
ResourceId
Name | Description | Value |
---|---|---|
id | The ID of the resource | string (required) |
ResourceTags
Name | Description | Value |
---|
ScaleSettings
Name | Description | Value |
---|---|---|
maxNodeCount | Max number of nodes to use | int (required) |
minNodeCount | Min number of nodes to use | int |
nodeIdleTimeBeforeScaleDown | Node Idle Time before scaling down amlCompute | string |
Sku
Name | Description | Value |
---|---|---|
name | Name of the sku | string |
tier | Tier of the sku like Basic or Enterprise | string |
SslConfiguration
Name | Description | Value |
---|---|---|
cert | Cert data | string |
cname | CNAME of the cert | string |
key | Key data | string |
leafDomainLabel | The leaf domain label name | string |
overwriteExistingDomain | Boolean value for overwriting the domain | bool |
status | Enable or disable ssl for scoring | 'Auto' 'Disabled' 'Enabled' |
UserAccountCredentials
Name | Description | Value |
---|---|---|
adminUserName | Name of the administrator user account which can be used to SSH to nodes. | string (required) |
adminUserPassword | Password of the administrator user account. | string |
adminUserSshPublicKey | SSH public key of the administrator user account. | string |
VirtualMachine
Name | Description | Value |
---|---|---|
computeType | The type of compute | 'VirtualMachine' (required) |
properties | VirtualMachineProperties |
VirtualMachineProperties
Name | Description | Value |
---|---|---|
address | Public IP address of the virtual machine. | string |
administratorAccount | Admin credentials for virtual machine | VirtualMachineSshCredentials |
sshPort | Port open for ssh connections. | int |
virtualMachineSize | Virtual Machine size | string |
VirtualMachineSshCredentials
Name | Description | Value |
---|---|---|
password | Password of admin account | string |
privateKeyData | Private key data | string |
publicKeyData | Public key data | string |
username | Username of admin account | string |