105 строки
3.6 KiB
Bash
Executable File
105 строки
3.6 KiB
Bash
Executable File
set -e
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# <set_variables>
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export WORKSPACE="<WORKSPACE_NAME>"
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export LOCATION="<WORKSPACE_LOCATION>"
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export ENDPOINT_NAME="<ENDPOINT_NAME>"
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# </set_variables>
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export WORKSPACE=$(az config get --query "defaults[?name == 'workspace'].value" -o tsv)
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export LOCATION=$(az group show --query location -o tsv)
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export TEST_ID=`echo $RANDOM`
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export ENDPOINT_NAME=endpt-sai-$TEST_ID
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# <configure_storage_names>
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export STORAGE_ACCOUNT_NAME="<BLOB_STORAGE_TO_ACCESS>"
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export STORAGE_CONTAINER_NAME="<CONTAINER_TO_ACCESS>"
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export FILE_NAME="<FILE_TO_ACCESS>"
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# </configure_storage_names>
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export STORAGE_ACCOUNT_NAME=oepstorage$TEST_ID
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export STORAGE_CONTAINER_NAME="hellocontainer"
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export FILE_NAME="hello.txt"
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# <create_storage_account>
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az storage account create --name $STORAGE_ACCOUNT_NAME --location $LOCATION
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# </create_storage_account>
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# <get_storage_account_id>
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storage_id=`az storage account show --name $STORAGE_ACCOUNT_NAME --query "id" -o tsv`
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# </get_storage_account_id>
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# <create_storage_container>
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az storage container create --account-name $STORAGE_ACCOUNT_NAME --name $STORAGE_CONTAINER_NAME
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# </create_storage_container>
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# <upload_file_to_storage>
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az storage blob upload --account-name $STORAGE_ACCOUNT_NAME --container-name $STORAGE_CONTAINER_NAME --name $FILE_NAME --file endpoints/online/managed/managed-identities/hello.txt
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# </upload_file_to_storage>
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# <create_endpoint>
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az ml online-endpoint create --name $ENDPOINT_NAME -f endpoints/online/managed/managed-identities/1-sai-create-endpoint.yml
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# </create_endpoint>
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endpoint_status=`az ml online-endpoint show --name $ENDPOINT_NAME --query "provisioning_state" -o tsv`
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echo $endpoint_status
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if [[ $endpoint_status == "Succeeded" ]]
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then
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echo "Endpoint created successfully"
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else
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echo "Endpoint creation failed"
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exit 1
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fi
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# <check_endpoint_Status>
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az ml online-endpoint show --name $ENDPOINT_NAME
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# </check_endpoint_Status>
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# role assignment fails without sleep statement
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sleep 60
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# <get_system_identity>
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system_identity=`az ml online-endpoint show --name $ENDPOINT_NAME --query "identity.principal_id" -o tsv`
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# </get_system_identity>
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# <give_permission_to_user_storage_account>
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az role assignment create --assignee-object-id $system_identity --assignee-principal-type ServicePrincipal --role "Storage Blob Data Reader" --scope $storage_id
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# </give_permission_to_user_storage_account>
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# <deploy>
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az ml online-deployment create --endpoint-name $ENDPOINT_NAME --all-traffic --name blue --file endpoints/online/managed/managed-identities/2-sai-deployment.yml --set environment_variables.STORAGE_ACCOUNT_NAME=$STORAGE_ACCOUNT_NAME environment_variables.STORAGE_CONTAINER_NAME=$STORAGE_CONTAINER_NAME environment_variables.FILE_NAME=$FILE_NAME
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# </deploy>
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# <check_deploy_Status>
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az ml online-deployment show --endpoint-name $ENDPOINT_NAME --name blue
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# </check_deploy_Status>
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deploy_status=`az ml online-deployment show --endpoint-name $ENDPOINT_NAME --name blue --query "provisioning_state" -o tsv`
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echo $deploy_status
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if [[ $deploy_status == "Succeeded" ]]
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then
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echo "Deployment completed successfully"
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else
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echo "Deployment failed"
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exit 1
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fi
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# <check_deployment_log>
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# Check deployment logs to confirm blob storage file contents read operation success.
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az ml online-deployment get-logs --endpoint-name $ENDPOINT_NAME --name blue
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# </check_deployment_log>
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# <test_endpoint>
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az ml online-endpoint invoke --name $ENDPOINT_NAME --request-file endpoints/online/model-1/sample-request.json
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# </test_endpoint>
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# <delete_endpoint>
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az ml online-endpoint delete --name $ENDPOINT_NAME --yes
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# </delete_endpoint>
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# <delete_storage_account>
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az storage account delete --name $STORAGE_ACCOUNT_NAME --yes
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# </delete_storage_account>
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