https://github.com/massdriver-cloud/azure-machine-learning-workspace
https://github.com/massdriver-cloud/azure-machine-learning-workspace
Last synced: 3 months ago
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- Host: GitHub
- URL: https://github.com/massdriver-cloud/azure-machine-learning-workspace
- Owner: massdriver-cloud
- Created: 2023-03-05T21:03:28.000Z (over 2 years ago)
- Default Branch: main
- Last Pushed: 2024-09-12T19:18:30.000Z (9 months ago)
- Last Synced: 2025-01-23T03:13:38.658Z (5 months ago)
- Language: HCL
- Homepage: https://massdriver.cloud
- Size: 25.4 KB
- Stars: 0
- Watchers: 3
- Forks: 0
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
- Codeowners: CODEOWNERS
Awesome Lists containing this project
README
[![Massdriver][logo]][website]
# azure-machine-learning-workspace
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[![MIT License][license_shield]][license_url]
Azure Machine Learning is a cloud service for accelerating and managing the machine learning project lifecycle. Machine learning professionals, data scientists, and engineers can use it in their day-to-day workflows: Train and deploy models, and manage MLOps.
---
## Design
For detailed information, check out our [Operator Guide](operator.md) for this bundle.
## Usage
Our bundles aren't intended to be used locally, outside of testing. Instead, our bundles are designed to be configured, connected, deployed and monitored in the [Massdriver][website] platform.
### What are Bundles?
Bundles are the basic building blocks of infrastructure, applications, and architectures in [Massdriver][website]. Read more [here](https://docs.massdriver.cloud/concepts/bundles).
## Bundle
### Params
Form input parameters for configuring a bundle for deployment.
View
## Properties
- **`compute`** *(object)*: The compute resources to create in the workspace.
- **`cluster`** *(array)*: The compute clusters to create in the workspace. **Changes cannot be made to each cluster after it is created**.
- **Items** *(object)*
- **`idle_duration`** *(string)*: The Idle time before scaling down the cluster to the minimum node count. Default: `PT2M`.
- **One of**
- 1 minute
- 2 minutes
- 5 minutes
- 10 minutes
- 15 minutes
- 30 minutes
- 45 minutes
- 1 hour
- 2 hours
- 3 hours
- 6 hours
- 12 hours
- 1 day
- **`max_nodes`** *(integer)*: The maximum number of nodes in the compute cluster. Default: `1`.
- **`min_nodes`** *(integer)*: The minimum number of nodes in the compute cluster. Default: `0`.
- **`name`** *(string)*: The name of the compute cluster. Must be unique within the region.
- **`size`** *(string)*: The size of the compute cluster. Default: `STANDARD_DS11_V2`.
- **One of**
- Memory optimized 2 cores, 14 GB RAM, 28 GB storage
- General purpose 4 cores, 16 GB RAM, 32 GB storage
- Memory optimized 4 cores, 32 GB RAM, 64 GB storage
- Compute optimized 4 cores, 8 GB RAM, 32 GB Storage
- **`instance`** *(array)*: The compute instances to create in the workspace. **Changes cannot be made to each instance after it is created**.
- **Items** *(object)*
- **`name`** *(string)*: The name of the compute instance. Must be unique within the region.
- **`size`** *(string)*: The size of the compute instance. Default: `STANDARD_DS11_V2`.
- **One of**
- Memory optimized 2 cores, 14 GB RAM, 28 GB storage
- General purpose 4 cores, 16 GB RAM, 32 GB storage
- Memory optimized 4 cores, 32 GB RAM, 64 GB storage
- Compute optimized 4 cores, 8 GB RAM, 32 GB Storage
- **`user`** *(string)*: Must be a valid [Object ID](https://learn.microsoft.com/en-us/partner-center/find-ids-and-domain-names#find-the-user-object-id) for the Azure AD user.
- **`workspace`** *(object)*
- **`high_business_impact`** *(boolean)*: If your workspace contains sensitive data, you can enable high business impact features to help protect your data. This controls the amount of data Microsoft collects for diagnostic purposes and enables additional encryption in Microsoft managed environments. **This cannot be changed after the workspace is created**. Default: `False`.
- **`location`** *(string)*: The region of the workspace. **This cannot be changed after the workspace is created**.
## Examples
```json
{
"__name": "Development",
"compute": {
"cluster": [
{
"idle_duration": "PT5M",
"max_nodes": 1,
"min_nodes": 0,
"name": "cluster1",
"size": "STANDARD_DS11_V2"
}
],
"instance": [
{
"name": "instance1",
"size": "STANDARD_DS11_V2"
}
]
},
"workspace": {
"high_business_impact": false
}
}
```
```json
{
"__name": "Production",
"compute": {
"cluster": [
{
"idle_duration": "PT1H",
"max_nodes": 3,
"min_nodes": 0,
"name": "cluster1",
"size": "STANDARD_F4S_V2"
}
],
"instance": [
{
"name": "instance1",
"size": "STANDARD_F4S_V2"
}
]
},
"workspace": {
"high_business_impact": true
}
}
```
### Connections
Connections from other bundles that this bundle depends on.
View
## Properties
- **`azure_service_principal`** *(object)*: . Cannot contain additional properties.
- **`data`** *(object)*
- **`client_id`** *(string)*: A valid UUID field.
Examples:
```json
"123xyz99-ab34-56cd-e7f8-456abc1q2w3e"
```
- **`client_secret`** *(string)*
- **`subscription_id`** *(string)*: A valid UUID field.
Examples:
```json
"123xyz99-ab34-56cd-e7f8-456abc1q2w3e"
```
- **`tenant_id`** *(string)*: A valid UUID field.
Examples:
```json
"123xyz99-ab34-56cd-e7f8-456abc1q2w3e"
```
- **`specs`** *(object)*
### Artifacts
Resources created by this bundle that can be connected to other bundles.
View
## Properties
- **`azure_machine_learning_workspace`** *(object)*: . Cannot contain additional properties.
- **`data`** *(object)*
- **`infrastructure`** *(object)*
- **`ari`** *(string)*: Azure Resource ID.
Examples:
```json
"/subscriptions/12345678-1234-1234-abcd-1234567890ab/resourceGroups/resource-group-name/providers/Microsoft.Network/virtualNetworks/network-name"
```
- **`discovery_url`** *(string)*: An HTTPS endpoint URL.
Examples:
```json
"https://example.com/some/path"
```
```json
"https://massdriver.cloud"
```
- **`security`** *(object)*: Azure Security Configuration. Cannot contain additional properties.
- **`iam`** *(object)*: IAM Roles And Scopes. Cannot contain additional properties.
- **`^[a-z]+[a-z_]*[a-z]$`** *(object)*
- **`role`**: Azure Role.
Examples:
```json
"Storage Blob Data Reader"
```
- **`scope`** *(string)*: Azure IAM Scope.
- **`specs`** *(object)*
- **`azure`** *(object)*: .
- **`region`** *(string)*: Select the Azure region you'd like to provision your resources in.
## Contributing
### Bug Reports & Feature Requests
Did we miss something? Please [submit an issue](https://github.com/massdriver-cloud/azure-machine-learning-workspace/issues) to report any bugs or request additional features.
### Developing
**Note**: Massdriver bundles are intended to be tightly use-case scoped, intention-based, reusable pieces of IaC for use in the [Massdriver][website] platform. For this reason, major feature additions that broaden the scope of an existing bundle are likely to be rejected by the community.
Still want to get involved? First check out our [contribution guidelines](https://docs.massdriver.cloud/bundles/contributing).
### Fix or Fork
If your use-case isn't covered by this bundle, you can still get involved! Massdriver is designed to be an extensible platform. Fork this bundle, or [create your own bundle from scratch](https://docs.massdriver.cloud/bundles/development)!
## Connect
Questions? Concerns? Adulations? We'd love to hear from you!
Please connect with us!
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