azure-mgmt-weightsandbiases-dotnet

仓库: sickn33/antigravity-awesome-skills
安装量: 42
排名: #17437

安装

npx skills add https://github.com/sickn33/antigravity-awesome-skills --skill azure-mgmt-weightsandbiases-dotnet
Azure.ResourceManager.WeightsAndBiases (.NET)
Azure Resource Manager SDK for deploying and managing Weights & Biases ML experiment tracking instances via Azure Marketplace.
Installation
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 Environment Variables AZURE_SUBSCRIPTION_ID = < your-subscription-id

AZURE_RESOURCE_GROUP

< your-resource-group

AZURE_WANDB_INSTANCE_NAME

< your-wandb-instance

Authentication using Azure . Identity ; using Azure . ResourceManager ; using Azure . ResourceManager . WeightsAndBiases ; ArmClient client = new ArmClient ( new DefaultAzureCredential ( ) ) ; Resource Hierarchy 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) Core Workflows 1. Create Weights & Biases Instance 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 = "" , OfferDetails = new WeightsAndBiasesOfferDetails { PublisherId = "wandb" , OfferId = "wandb-pay-as-you-go" , PlanId = "wandb-payg" , PlanName = "Pay As You Go" , TermId = "monthly" , TermUnit = "P1M" } } , // Admin user User = new WeightsAndBiasesUserDetails { FirstName = "Admin" , LastName = "User" , EmailAddress = "admin@example.com" , Upn = "admin@example.com" } , // W&B-specific configuration PartnerProperties = new WeightsAndBiasesPartnerProperties { Region = WeightsAndBiasesRegion . EastUS , Subdomain = "my-company-wandb" } } , // Optional: Enable managed identity Identity = new ManagedServiceIdentity ( ManagedServiceIdentityType . SystemAssigned ) } ; ArmOperation < WeightsAndBiasesInstanceResource

operation

await instances . CreateOrUpdateAsync ( WaitUntil . Completed , "my-wandb-instance" , data ) ; WeightsAndBiasesInstanceResource instance = operation . Value ; Console . WriteLine ( $"W&B Instance created: { instance . Data . Name } " ) ; Console . WriteLine ( $"Provisioning state: { instance . Data . Properties . ProvisioningState } " ) ; 2. Get Existing Instance 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 } " ) ; } 3. List All Instances // 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 } " ) ; } 4. Configure Single Sign-On (SSO) 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 = "" , AadDomains = { "example.com" , "contoso.com" } } ; ArmOperation < WeightsAndBiasesInstanceResource

operation

await resourceGroup . GetWeightsAndBiasesInstances ( ) . CreateOrUpdateAsync ( WaitUntil . Completed , "my-wandb-instance" , updateData ) ; 5. Update Instance 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 } " ) ; 6. Delete Instance WeightsAndBiasesInstanceResource instance = await resourceGroup . GetWeightsAndBiasesInstanceAsync ( "my-wandb-instance" ) ; await instance . DeleteAsync ( WaitUntil . Completed ) ; Console . WriteLine ( "Instance deleted" ) ; 7. Check Resource Name Availability // 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" ) ; } Key Types Reference 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 Available Regions 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 Marketplace Offer Details For Azure Marketplace integration: Property Value Publisher ID wandb Offer ID wandb-pay-as-you-go Plan ID wandb-payg (Pay As You Go) Best Practices Use DefaultAzureCredential — Supports multiple auth methods automatically Enable managed identity — For secure access to other Azure resources Configure SSO — Enable Entra ID SSO for enterprise security Tag resources — Use tags for cost tracking and organization Check provisioning state — Wait for Succeeded before using instance Use appropriate region — Choose region closest to your compute Monitor with Azure — Use Azure Monitor for resource health Error Handling using 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 } " ) ; } Integration with W&B SDK 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 ( ) Related SDKs 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 Reference Links 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 When to Use This skill is applicable to execute the workflow or actions described in the overview.

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