commands.txt

## https://docs.microsoft.com/en-us/cli/azure/ml?view=azure-cli-latest
## https://docs.microsoft.com/en-us/azure/machine-learning/reference-yaml-overview
## https://github.com/Azure/azureml-examples/tree/main/cli/assets



az login

az account set -s ""

$env:GROUP="mlops-dev-rg"

$env:SUBSCRIPTION=""

$env:LOCATION="eastus"

$env:WORKSPACE="mlops-dev"

$env:DATASET="./data/diabetes-dev.csv"


$env:GROUP="selhousseini-rg"

$env:LOCATION="eastus"

$env:WORKSPACE="mlops-prod"

$env:DATASET="./data/diabetes-dev.csv"


az configure --defaults group=$env:GROUP workspace=$env:WORKSPACE location=$env:LOCATION

az configure -l -o table 

az ml data create --workspace-name $env:WORKSPACE --resource-group $env:GROUP --file local-folder.yml

az ml compute create --file compute.yml --workspace-name $env:WORKSPACE --resource-group $env:GROUP

az ml job create --file job.yml --workspace-name $env:WORKSPACE --resource-group $env:GROUP


az ad sp create-for-rbac --name "guthub-service-principal" --role contributor --scopes /subscriptions/[subs-id]/resourceGroups/mlops-dev-rg --sdk-auth


az ad sp create-for-rbac --name "github-service-principal-prod" --role contributor --scopes /subscriptions/[subs-id]/resourceGroups/selhousseini-rg --sdk-auth

az ml model create --name "diabetes-prod-model" --type "mlflow_model" --path "azureml://jobs/plum_island_3cnjygc1pf/outputs/artifacts/model" --workspace-name $env:WORKSPACE --resource-group $env:GROUP