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Azure Weights & Biases SDK for .NET. ML experiment tracking and model management via Azure Marketplace. Use for creating W&B instances, managing SSO, marketplace integration, and ML observability.
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インストールを決める前に、SKILL.md と SkillsMP に表示されている付属ファイルをお読みください。
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npx skills add https://github.com/BEKO2210/Firstbrain --skill azure-mgmt-weightsandbiases-dotnetコマンドは1行のまま表示されます。コピー前に横へスクロールして全体を確認してください。
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SKILL.md を表示中
| name | azure-mgmt-weightsandbiases-dotnet |
| description | Azure Weights & Biases SDK for .NET. ML experiment tracking and model management via Azure Marketplace. Use for creating W&B instances, managing SSO, marketplace integration, and ML observability. |
| type | skill |
| created | 2026-02-27T00:00:00.000Z |
| domain | cloud-infrastructure |
| category | azure |
| risk | unknown |
| source | community |
| tags | ["skill","cloud-infrastructure","azure","mgmt","weightsandbiases"] |
Azure Resource Manager SDK for deploying and managing Weights & Biases ML experiment tracking instances via Azure Marketplace.
dotnet add package Azure.ResourceManager.WeightsAndBiases --prerelease
dotnet add package Azure.Identity
Current Version: v1.0.0-beta.1 (preview)
API Version: 2024-09-18-preview
AZURE_SUBSCRIPTION_ID=<your-subscription-id>
AZURE_RESOURCE_GROUP=<your-resource-group>
AZURE_WANDB_INSTANCE_NAME=<your-wandb-instance>
using Azure.Identity;
using Azure.ResourceManager;
using Azure.ResourceManager.WeightsAndBiases;
ArmClient client = new ArmClient(new DefaultAzureCredential());
Subscription
└── ResourceGroup
└── WeightsAndBiasesInstance # W&B deployment from Azure Marketplace
├── Properties
│ ├── Marketplace # Offer details, plan, publisher
│ ├── User # Admin user info
│ ├── PartnerProperties # W&B-specific config (region, subdomain)
│ └── SingleSignOnPropertiesV2 # Entra ID SSO configuration
└── Identity # Managed identity (optional)
using Azure.ResourceManager.WeightsAndBiases;
using Azure.ResourceManager.WeightsAndBiases.Models;
ResourceGroupResource resourceGroup = await client
.GetDefaultSubscriptionAsync()
.Result
.GetResourceGroupAsync("my-resource-group");
WeightsAndBiasesInstanceCollection instances = resourceGroup.GetWeightsAndBiasesInstances();
WeightsAndBiasesInstanceData data = new WeightsAndBiasesInstanceData(AzureLocation.EastUS)
{
Properties = new WeightsAndBiasesInstanceProperties
{
// Marketplace configuration
Marketplace = new WeightsAndBiasesMarketplaceDetails
{
SubscriptionId = "<marketplace-subscription-id>",
OfferDetails = new WeightsAndBiasesOfferDetails
{
PublisherId = ,
OfferId = ,
PlanId = ,
PlanName = ,
TermId = ,
TermUnit =
}
},
User = WeightsAndBiasesUserDetails
{
FirstName = ,
LastName = ,
EmailAddress = ,
Upn =
},
PartnerProperties = WeightsAndBiasesPartnerProperties
{
Region = WeightsAndBiasesRegion.EastUS,
Subdomain =
}
},
Identity = ManagedServiceIdentity(ManagedServiceIdentityType.SystemAssigned)
};
ArmOperation<WeightsAndBiasesInstanceResource> operation = instances
.CreateOrUpdateAsync(WaitUntil.Completed, , data);
WeightsAndBiasesInstanceResource instance = operation.Value;
Console.WriteLine();
Console.WriteLine();
WeightsAndBiasesInstanceResource instance = await resourceGroup
.GetWeightsAndBiasesInstanceAsync("my-wandb-instance");
Console.WriteLine($"Instance: {instance.Data.Name}");
Console.WriteLine($"Location: {instance.Data.Location}");
Console.WriteLine($"State: {instance.Data.Properties.ProvisioningState}");
if (instance.Data.Properties.PartnerProperties != null)
{
Console.WriteLine($"Region: {instance.Data.Properties.PartnerProperties.Region}");
Console.WriteLine($"Subdomain: {instance.Data.Properties.PartnerProperties.Subdomain}");
}
// List in resource group
await foreach (WeightsAndBiasesInstanceResource instance in
resourceGroup.GetWeightsAndBiasesInstances())
{
Console.WriteLine($"Instance: {instance.Data.Name}");
Console.WriteLine($" Location: {instance.Data.Location}");
Console.WriteLine($" State: {instance.Data.Properties.ProvisioningState}");
}
// List in subscription
SubscriptionResource subscription = await client.GetDefaultSubscriptionAsync();
await foreach (WeightsAndBiasesInstanceResource instance in
subscription.GetWeightsAndBiasesInstancesAsync())
{
Console.WriteLine($"{instance.Data.Name} in {instance.Id.ResourceGroupName}");
}
WeightsAndBiasesInstanceResource instance = await resourceGroup
.GetWeightsAndBiasesInstanceAsync("my-wandb-instance");
// Update with SSO configuration
WeightsAndBiasesInstanceData updateData = instance.Data;
updateData.Properties.SingleSignOnPropertiesV2 = new WeightsAndBiasSingleSignOnPropertiesV2
{
Type = WeightsAndBiasSingleSignOnType.Saml,
State = WeightsAndBiasSingleSignOnState.Enable,
EnterpriseAppId = "<entra-app-id>",
AadDomains = { "example.com", "contoso.com" }
};
ArmOperation<WeightsAndBiasesInstanceResource> operation = await resourceGroup
.GetWeightsAndBiasesInstances()
.CreateOrUpdateAsync(WaitUntil.Completed, "my-wandb-instance", updateData);
WeightsAndBiasesInstanceResource instance = await resourceGroup
.GetWeightsAndBiasesInstanceAsync("my-wandb-instance");
// Update tags
WeightsAndBiasesInstancePatch patch = new WeightsAndBiasesInstancePatch
{
Tags =
{
{ "environment", "production" },
{ "team", "ml-platform" },
{ "costCenter", "CC-ML-001" }
}
};
instance = await instance.UpdateAsync(patch);
Console.WriteLine($"Updated instance: {instance.Data.Name}");
WeightsAndBiasesInstanceResource instance = await resourceGroup
.GetWeightsAndBiasesInstanceAsync("my-wandb-instance");
await instance.DeleteAsync(WaitUntil.Completed);
Console.WriteLine("Instance deleted");
// Check if name is available before creating
// (Implement via direct ARM call if SDK doesn't expose this)
try
{
await resourceGroup.GetWeightsAndBiasesInstanceAsync("desired-name");
Console.WriteLine("Name is already taken");
}
catch (RequestFailedException ex) when (ex.Status == 404)
{
Console.WriteLine("Name is available");
}
| Type | Purpose |
|---|---|
WeightsAndBiasesInstanceResource | W&B instance resource |
WeightsAndBiasesInstanceData | Instance configuration data |
WeightsAndBiasesInstanceCollection | Collection of instances |
WeightsAndBiasesInstanceProperties | Instance properties |
WeightsAndBiasesMarketplaceDetails | Marketplace subscription info |
WeightsAndBiasesOfferDetails | Marketplace offer details |
WeightsAndBiasesUserDetails | Admin user information |
WeightsAndBiasesPartnerProperties | W&B-specific configuration |
WeightsAndBiasSingleSignOnPropertiesV2 | SSO configuration |
WeightsAndBiasesInstancePatch | Patch for updates |
WeightsAndBiasesRegion | Supported regions enum |
| Region Enum | Azure Region |
|---|---|
WeightsAndBiasesRegion.EastUS | East US |
WeightsAndBiasesRegion.CentralUS | Central US |
WeightsAndBiasesRegion.WestUS | West US |
WeightsAndBiasesRegion.WestEurope | West Europe |
WeightsAndBiasesRegion.JapanEast | Japan East |
WeightsAndBiasesRegion.KoreaCentral | Korea Central |
For Azure Marketplace integration:
| Property | Value |
|---|---|
| Publisher ID | wandb |
| Offer ID | wandb-pay-as-you-go |
| Plan ID | wandb-payg (Pay As You Go) |
Succeeded before using instanceusing Azure;
try
{
ArmOperation<WeightsAndBiasesInstanceResource> operation = await instances
.CreateOrUpdateAsync(WaitUntil.Completed, "my-wandb", data);
}
catch (RequestFailedException ex) when (ex.Status == 409)
{
Console.WriteLine("Instance already exists or name conflict");
}
catch (RequestFailedException ex) when (ex.Status == 400)
{
Console.WriteLine($"Invalid configuration: {ex.Message}");
}
catch (RequestFailedException ex)
{
Console.WriteLine($"Azure error: {ex.Status} - {ex.Message}");
}
After creating the Azure resource, use the W&B Python SDK for experiment tracking:
# Install: pip install wandb
import wandb
# Login with your W&B API key from the Azure-deployed instance
wandb.login(host="https://my-company-wandb.wandb.ai")
# Initialize a run
run = wandb.init(project="my-ml-project")
# Log metrics
wandb.log({"accuracy": 0.95, "loss": 0.05})
# Finish run
run.finish()
| SDK | Purpose | Install |
|---|---|---|
Azure.ResourceManager.WeightsAndBiases | W&B instance management (this SDK) | dotnet add package Azure.ResourceManager.WeightsAndBiases --prerelease |
Azure.ResourceManager.MachineLearning | Azure ML workspaces | dotnet add package Azure.ResourceManager.MachineLearning |
| Resource | URL |
|---|---|
| NuGet Package | https://www.nuget.org/packages/Azure.ResourceManager.WeightsAndBiases |
| W&B Documentation | https://docs.wandb.ai/ |
| Azure Marketplace | https://azuremarketplace.microsoft.com/marketplace/apps/wandb.wandb-pay-as-you-go |
| GitHub Source | https://github.com/Azure/azure-sdk-for-net/tree/main/sdk/weightsandbiases |
This skill is applicable to execute the workflow or actions described in the overview.
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